{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import scipy.io as scio\n",
    "import cv2\n",
    "import time\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.decomposition import FastICA,PCA\n",
    "from sklearn.metrics import cohen_kappa_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_data(flag='indian'):\n",
    "    if flag == 'indian':\n",
    "        Ind_pines_dict = scio.loadmat('/data/di.wang/ordinary/23DCNN/Indian_pines.mat')\n",
    "        Ind_pines_gt_dict = scio.loadmat('/data/di.wang/ordinary/23DCNN/Indian_pines_gt.mat')\n",
    "\n",
    "        print(Ind_pines_dict['indian_pines'].shape)\n",
    "        print(Ind_pines_gt_dict['indian_pines_gt'].shape)\n",
    "\n",
    "        # remove the water absorption bands\n",
    "\n",
    "        no_absorption = list(set(np.arange(0, 103)) | set(np.arange(108, 149)) | set(np.arange(163, 219)))\n",
    "\n",
    "        original = Ind_pines_dict['indian_pines'][:, :, no_absorption].reshape(145 * 145, 200)\n",
    "\n",
    "        print(original.shape)\n",
    "        print('Remove wate absorption bands successfully!')\n",
    "\n",
    "        gt = Ind_pines_gt_dict['indian_pines_gt'].reshape(145 * 145, 1)\n",
    "\n",
    "        r = Ind_pines_dict['indian_pines'].shape[0]\n",
    "        c = Ind_pines_dict['indian_pines'].shape[1]\n",
    "        categories = 17\n",
    "    if flag == 'pavia':\n",
    "        pav_univ_dict = scio.loadmat('/data/di.wang/ordinary/23DCNN/PaviaU.mat')\n",
    "        pav_univ_gt_dict = scio.loadmat('/data/di.wang/ordinary/23DCNN/PaviaU_gt.mat')\n",
    "\n",
    "        print(pav_univ_dict['paviaU'].shape)\n",
    "        print(pav_univ_gt_dict['paviaU_gt'].shape)\n",
    "\n",
    "        original = pav_univ_dict['paviaU'].reshape(610 * 340, 103)\n",
    "        gt = pav_univ_gt_dict['paviaU_gt'].reshape(610 * 340, 1)\n",
    "\n",
    "        r = pav_univ_dict['paviaU'].shape[0]\n",
    "        c = pav_univ_dict['paviaU'].shape[1]\n",
    "        categories = 10\n",
    "\n",
    "    rows = np.arange(gt.shape[0])  # 从0开始\n",
    "    # 行号(ID)，特征数据，类别号\n",
    "    All_data = np.c_[rows, original, gt]\n",
    "\n",
    "    # 剔除非0类别，获取所有labeled数据\n",
    "    labeled_data = All_data[All_data[:, -1] != 0, :]\n",
    "    rows_num = labeled_data[:, 0]  # 所有labeled数据的ID\n",
    "\n",
    "    return All_data, labeled_data, rows_num, categories, r, c, flag\n",
    "\n",
    "def generation_num(flag,labeled_data, rows_num, All_data):\n",
    "\n",
    "    train_num = []\n",
    "\n",
    "    for i in np.unique(labeled_data[:, -1]):\n",
    "        temp = labeled_data[labeled_data[:, -1] == i, :]\n",
    "        temp_num = temp[:, 0]  # all ID of a special class\n",
    "        #print(i, temp_num.shape[0])\n",
    "        np.random.shuffle(temp_num)  # random sequence\n",
    "        if flag == 'indian':\n",
    "            if i == 1:\n",
    "                train_num.append(temp_num[0:33])\n",
    "            elif i == 7:\n",
    "                train_num.append(temp_num[0:20])\n",
    "            elif i == 9:\n",
    "                train_num.append(temp_num[0:14])\n",
    "            elif i == 16:\n",
    "                train_num.append(temp_num[0:75])\n",
    "            else:\n",
    "                train_num.append(temp_num[0:100])\n",
    "        if flag == 'pavia':\n",
    "            train_num.append(temp_num[0:100])\n",
    "\n",
    "    trn_num = [x for j in train_num for x in j]  # merge\n",
    "    tes_num = list(set(rows_num) - set(trn_num))\n",
    "    pre_num = list(set(range(0, All_data.shape[0])) - set(trn_num))\n",
    "    print('number of training sample', len(trn_num))\n",
    "    return rows_num, trn_num, tes_num, pre_num\n",
    "\n",
    "def normlization(data_spat, mi, ma,flag='trn'):\n",
    "\n",
    "    scaler = MinMaxScaler(feature_range=(mi, ma))\n",
    "\n",
    "    spat_data = data_spat.reshape(-1, data_spat.shape[-1])\n",
    "    data_spat_new = scaler.fit_transform(spat_data).reshape(data_spat.shape)\n",
    "\n",
    "    print('{}_spat:{}'.format(flag,data_spat_new.shape))\n",
    "    print('{} Spatial dataset normalization Finished!'.format(flag))\n",
    "    return data_spat_new"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(145, 145, 220)\n",
      "(145, 145)\n",
      "(21025, 200)\n",
      "Remove wate absorption bands successfully!\n",
      "Data has been loaded successfully!\n"
     ]
    }
   ],
   "source": [
    "All_data,labeled_data,rows_num,categories,r,c,FLAG=load_data(flag='indian')\n",
    "print('Data has been loaded successfully!')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### PCA & ICA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def Dim_reduction(transform, All_data, n):\n",
    "\n",
    "    if transform =='ica':\n",
    "        ica_data_pre = All_data[:, 1:-1]\n",
    "        print(ica_data_pre.shape)\n",
    "        transformer = FastICA(n_components=n, whiten=True, random_state=None)\n",
    "        fastica_data = transformer.fit_transform(ica_data_pre)\n",
    "        print(fastica_data.shape)\n",
    "\n",
    "        Alldata_DR = fastica_data\n",
    "\n",
    "        print('ICA Finished!')\n",
    "\n",
    "    if transform =='pca':\n",
    "        pca_data_pre = All_data[:, 1:-1]\n",
    "        print(pca_data_pre.shape)\n",
    "        pca_transformer = PCA(n_components=n)\n",
    "        pca_data = pca_transformer.fit_transform(pca_data_pre)\n",
    "        print(pca_data.shape)\n",
    "\n",
    "        Alldata_DR = pca_data\n",
    "\n",
    "        print('PCA Finished!')\n",
    "\n",
    "    return Alldata_DR"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(21025, 200)\n",
      "(21025, 4)\n",
      "ICA Finished!\n"
     ]
    }
   ],
   "source": [
    "num_PC=4\n",
    "all_data_dr=Dim_reduction('ica',All_data,num_PC)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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UdkWWOdb6JT2bBL55nbFelLz2xi6x1GAiYgNZ0eBcyzVqTWxUWli35zyqCCamxYRvj1lLkqVpxVQV7/+u4+rc3fj3//N3NOd+YH+WOsb4i8AvAozWL8coQrOR/hZGVILEiKrbsyzylhVjbEmWqgPZWc38UkEzFIZvBsQnsqWrgARBOcEshXpNyMcR1USIkY1XSwZ3DOFFS7lR0FwSqmeWiArcuruBLRzbD58yfKqidIY7N7bIjgzFkaDqlnQXkWUulBsG5Qx2HilOHWZqUWu9RJh9TKQ4t4nU5YbYz5FFDnVDPB1jROhpRTOySIB6KEwei6w/dcKaiiyqRDTuzkZkxjEtc6bHA4wCWa95enSXu9Uak+MBoxczZBK5/TDUFxpU7rn3xX18P034Vz9ym/3RlJNln6oxWOvJbcOiGIIPK4IctzdYXBkRzYiohMGNOfqNQ+KsTOR/7pCNdaRuCL0+IdetbNoqu7olrzE9rtYUEkA3EV3FpJ6QFh35mWsXP+3zVSD7+htIryCs9YlaoxYVMpkRh33CxgBcGxAK3CjH9e6rjO81Hozd7Wd2YkBYOouSiAuaJmpyceTGrUgdotKEqaqVYuuCRkkgV46zpkemPEZ5rAQGpkK3KvLUFxSqYS+bPqDAWpqgeWZwix9be5W7zTpfnl7mhfEBlTc8vX2Pg595hdvlOt843uPs+gZ2oqh3HP2dBeUi40u/+yRRQzwo+fjVN3hidMjY9Tip+0zqHkoCVwenzHya7KexQBMY6oqdwYypL5i7DCWRW4t1dotEBkemZBEyZj5fHbM1s8SogCZwXA9pouLRXiL7TdS4oLlkT/iR/JibzrJlZvzSjZ/g2ut72BPDs3/sda4OTpi7nFw7bi3Wudgf0zcNsybnsB4yLQr6quYb031eOtzDe4VSkSd3D/mhjZs8VdwmE98uBISgFTOfM/c9hrpCE7DKr4h9HQx9W7OZLyi9wahA39QoScq1ksB+MWXus5X6vZ9PuJSfcdGecub7NNGwZVIr8zPfZxEyqmApg233W5Gr9+8vGj8Yu70LV2K1tPyDb36MxTzHHFnEw+yiwudQ7yVSNu8ZdKVQLlJvRsrdiOsb9r9QEpWw3E/ZtPVXoB6k+RAx+DwpobNLGaoBBKZXNLtfiJhKULXlzmc0fscTnVBOc1TmcR+b8clfeIV/+uKzZNdzRteh2oRsnIhxMxCWu4KuQdWgmkTY1DXLP3EfZ+PKGVpF9MARMoNeJpIYXyr4lZPPEAV+6tMv8OObr7JwGW+WG4hEaqdRhxlht043/1ZVi2cZsecJ7j45cmuen959mduTH6ZZWia/v0d5wSMDh75RIBYOfj9QrSnGT0B8dEGzsMh2nchzTAp48cyUz15+lV87/iSxSNf+tMqZVjmTRcGVzTMe/ew3eOlkl9miwDtNdpZhFlCMPf1rE2S2SBm4EMAYpG4QF1DHOdmpsHbdUxzXSBOIWjF5uAAiZi40I01sVWrX13z0R1/n67cepXc9KfWLC0L2yDRdSy8OsbNWHJpEescOM39/Wsg+GLf5o5cjKtKcFYkQKUBiUm2dJNIUE1kKtUZ0IHohzA3zWvOH40fuK8hZgFbJ9ZVO6qSQyJhEfK3S+ep5mkWG9B1xYdL7vCDrNXFpkEqhxgWzHc3s7hA9arCZY399ysmix3xaYDLPzs4UH4TZoqDxQsyTGuqmFqIQok3bjoL02pTyxOCalJEwe0sWvZyoLWqpCbZdyJ1ZmmFSU2ObWZFFq5R7YKOm6NWUdU5QilBpHrt6zMt+lxCExhqW9/ro7RN+/qmv8PXJBW5P1pjNC75254D1wZJLaxMOFwPG8x4xCCb3uEYR84A+tgyvg25StmLycI/l4xVZv8E7nc5FmROzQJ437K3N8EGtsqxKIo3XKRugSEQ4jxxsTsiU5/rxJg4IEolKJcVdx3SsakWxs6Q8LcAmxTs2CjVqiAHi1BKLADags9DGyjtPfrxXJPlN4MoDjy+3z31rxJQ6F59Uw6gEVQdU057sc6U9U6g6JKX5ASjfpioEfJ5URwlJqVSNELVQjzSuEDINURSunz6XHTbkR7D5jUD4nOL0mQGLPWH5SI3vVZwtetRO09teMrxccXQ0Qk4ysrHCzFNAnKew6pGw3M3QlSU/C/SOGsysgcIkkm9UIncmWQnEB2R9DZzHnMxxvTWySaTpC7pKF9LFrfGKVPmgOJ4MqJeW9S9nRANznfO7u4/xzOYdnnrkNi/5i+iJxg9CmjByaHYcstSonYpMeUpnGWQ1ziuWpaUqLcUCCIFwdALeE6/s4QtBVylPMn1kwEgE9coNpNcDa4i5JVpNMGqlIJ9bH6JRuIFGubQazmaBYATlIqYM+Fy1anE6dhKSUhxVm+4xhjibo5wnNk1S5NdGbSCE9jOBiELVHq3fedD//+DdxS2sUu9KYrLBtHYKqxxNMFjxiXj5jL6useKpgmHiegxMxVBXnDV9Zk1Oph29Nr+cK0eIihCTcplrxyJkjHRJFSxWPDt2xswn4rpjJvzC9pcpo+Vus84Ls4t8c75N6S1Pbh+yfuEG06bgy7cv0byyho7Q7Db0N5csxj1e+J3H+Zp+nHCl5Lkrb7CZL5i7jGuzbQrTYB4g7ouQcZCNaaJm3ZYMTM24ToS59ppCNSjiaowA9+oRhUqqwdfH+6xnSx7v3yOXRLqDEr62vMLNeps36i1mPufxtSN2PzLjU+s3GOqSa+UO1nqURC72x4noRqFvaqwENGnCnTYF5TJDG493mhfePCAgPLR/RCENZz4tXM7J8HY2Y6hLZimfTRks1xdbXOmdclr132KzMG2K3uiAbq/Lnm6ovKFuF0gAZbStel1RBss3q122zBzdHhelkiVH6Yj93pDkdx27RODMUppAPM0Qd9+WFg1t2jMSC8/0MejdUQQdiRcqSldw9liOz4T8FPLTdJ3PLwvNqJ2v8oCZC9kkqW352KMrRdQw31OETMjOIBpNcWhY7kbcuqK3X/NPv/EM0Qv1IyUnj6Y0uvpKgXLpJtq/l376XHB5ukeYBdhTxWm2hhmkWKt3HcU9i12kXQ5FQLzw+VtX2bJzHhse8sWTK4SgmJwMsB44svjtBp2nid2f5phDi9t2SC30bhjKncDzk8v0soZlr6EZZRS3NcuLEV9EYh45fUJTb0aKp8+o65RGliwSKpPUw9xRLjOuFCd85odexkXFnXJEzzZsF3PcQHNzsg7ATn/B7MvbmFZJFx9RdUSOz4g+wPoQCQEZDmgubDB+oo8fOdxSCBp8rlGSLH7NAHzRWoYcYBLxjQZuzdbQT085Gg3JDuY8vnfEmi15Y7bBrbU+dprIms+gGervVen/u4pdecA2kNLtfpWoXTmyghBrjeSeULYpfBuScguJHJMU3RgkkSYnK3Iag0ClW79Reh+h/e6eSySs7whzk7ZVKaKO2Ds22YAWirJnuSeRpjYMRiWDvOZ4PMDVBmM9m1szYhSmsx6uNOm7gkCjiFnA2IDSgXrR7lSEZpaheo7lpSQcig7EpSH0AjQpA39uMYhZQC3vq7Dzkx5suLQ4qBTPv3oF3e5rf1Ahw5T9+trZRV67s0toFLbXEIIwK5PgsVksWcsqXnlzD+8Udq2CKNiTjHzaHlMf2XrJcyI5/mNNUpRbJwitXaN0BiWRvvIsmiwJKCokdT2QlGSB7WJOpjyHxYDZvMA7lcZ/TpDbx3VlUD2XFkW5R9mAX2rEBrDp3BEkkeaQMgvvFO8VSf488ISIPEIK9n8L+Bf+jfCVg+YBj67PFT5XmNITVEugtSCtx1fVHlV7fGHwNgWMKwRdR0zDSoWOPuILTb0mBAu949ZzVyh0GfC5xiwapPKY0rH9vGdjYAl/KCz2Nzl7UlFdrulvLDkZD1A2kF2ZMXiiZjzt0Yxz7IkmP0tj962XZn6gWexrdJljF5H8zBOVoOuArjySaWJmUNMSjCb0LL6nqdYlpRCLwHq/ZDNfsNkKcqW3VE5Tl5b5lZhUgleFk8MDfueHBwyKGjNscCYiU0MsPGFhkncuCGujBT3TrHzKkzLHWk+50K13SCEi8MgVyq0cXUXExXbcETVegChika3sFuezk142qGVDvTvA9TW6DGSTBqJdTaSmTAsA5RTepsXLKlsQIVpZxUHYXEOqmnhyhlhL3NuGRYk0EWn86nslBFQTOBdsv0u8q7iFZMM+rfqYBwxjY9fDR5UUSxSW5CUeux65cngUvdYHum6WbGczTuo+uXYoCfR0zcQVrdIcsWa58h4vQrbyMDdBM2wtEWXMICQ7AcAj/SP+2PoZWgJ/NH2Ur5/tY1Tgyd1D1i7dAOCFowucXt9MCvOFhmxY4xeWF//fx5Mf/krJQ/vHFKbh2mSLgU2ptu1izkE25nJ2wo6dMvMFX/MXCQi7xQwrnrHrcdYkvyvAhXxMIY5r5TYPD094fbrNP3zzOf70xa8x0iU+Kspg+cL4aXbyOQNdsZXNCVHYt2PKkNLTHsXt5YitbMFZ0yMgZMqtFpK/e/YE96ZDtA5kmaeuwVrPdj5PCxbxFNIw9n2mvuC4GfDRQbJpzIAbyy3mLmMzWySlN6rWFpEIuYsqWT3auoA0xhTgJgo93TDUJX1VoYm8Xu9y2gywbXwoCfhgqWJaQOmW3H8P8K5jN1qw+8uUbg0pOxYVZNOkLOb3NKG9zsVDtRUJexUSwfciiwuK4ihy4ffnAIwf7+MzcBtuNec4pZk+pNn9sic7qzGHU5oL6+jKstjRhE3BTIVgoHcoyB1DeG0duxH52E+9wot3L1C9MQQVmT1XJrUwQHEzo387EgwUx5GowfUFMxfsqxZdWZb7Ed3a5IozT9Ca/MzgBlBtGf7w8GGURE7mffzUoqc6Ee91j+01+Cbt+w9//FW+ebbN8dGIGKAZKdZeVXzp7BnKKw35ekljIr6A/k3D8pJHKmFx1VPc0YyKisPSrm7ieEGPGtxhQRw5xq7PyJa8Pt0BYLc3o/YGJQGtIpcHZ3zx7mWKozQPS4iJ3ArEtg5GlhWxX+D21lju5Zw8C4OdBdXpGsttRf9enTJ7pEzsYj+SjQU7b0tFBLIzofzNXWyA8pMln7z0Bq+Pt1lbL7k4HPNGsYcvWGUFmv5b62rer9iNTt7qfQ1yv3xFWC3uoLVeQCLIKlloJPMoE4kBlI44L60tIIJvVeQoqEFDqDXKeqJPdo1z329sICxa+uSFOPD4HoRSEwuPmhj0QlFfGxLyyHSSsRg1BCeYzLOxtuBs0sc7RdGv2dmcUjvNeDLA+7R/Sgd21mecqEg5zaFSmL5LXmVIolSpk81ARySmxaiet3UgI08YeFTh0Ap8pTGFIy8aFpOCGJN3emtzvspWny567A1n+Cqpuk1p0K06WzWG4ahiUheo1r8fvEZuFvTvxFVdQpQ0lzSjSGhSRiZmISncCjaGC/q2ScJPk77Xas+bJ+tp0eLbhULuOS4HbOYLllWWrCrnCrA9zySnxXmYpPuDXm/wtcLczZBBSAuYcyuGSn5kYrsgeod4T0hyjNGJyH8I/D+krPrfjDH+i//0bIyoyicrSc3Kjyw+phRRpgkmFXgoF9KqQAtuYJkfZJw8K/RvkyaQyKqoICpSgVxb0KcrmF3UiANTRaSfLADKG3QZ0XWAEFEukp1V2EnN2jWNzzVnj68RDoTqsRLT94kgLyxq2FBcmLKYF/iZoX/NEtsFKKSVbbmhWO6kFXg2iWRzTXHUJNuGNahFiV5WcNCn2kpKjL0659LaBKMCI5OI0NQFtvpLym9ssPYqVFvJW7bcD6jXRkwrcHseqYVsLOi7KX26eLak2F6yPVgwbZLXdelSUI16FXVlyU8jUlYwGjK/uobvqeTtzlPxXX7qkGUFwwEsq0SUtYZWxfeFwQ8swQjF3ZT+iwJ+N0NXMZHsOibVOUZMlcj3eQYhTXDpXLm+Rm0U6LlGnY6J6yOi1pBZsAZxAWIkWr0iy+fZhPc1bklKslE+FapJIGtVwSamFXFf1SxChguapbfcaVPzPd3Q0w1N0BzWo1Ux3bjpEWIi0bYNooeLY3bNBCueecgoY0rZ+9YnfE62mmhYhJxcNVjxTEOBJvKJ4Q2eG9zkdrPBS7N97i1H+Kh4aP2UT3/6BneWI74e+stXAAAgAElEQVR87Qq8MsAqaB4pyQpHM865+UeXuGFArs756MXbZNrjouKr00vs5DPqYMiUY6BrNuyCNVNy2vSpQiKWd6o1AB4qHBUWowKndY9HR8c81j/kXj3Co/js2jfwUXGQnbEIGVt6xqeKm/za9DmuVztoCVzKTzlqRlCAFc9WBnfKEWDYsEtO3ICv3DtgPivQOlC3/r+NwZItO+fQjdjSM5qoGeqSMliGusIjVMHy0myfrWyxsrSc1P2Vclx5w3q2REmkMA110JTeoiRgJaTiQZV856duQBM123rGvXqNuc/pqXqlrp8TZB8VQ12uSPb7HbvRRC5vn9F4zZ0oNAsLWNwgFQXlpwpdg+tFml3H7sUzpouC6k4fVMTOYfSGb4usk3jRuydkE0u1lY7h8AbML0YmVwx2W7M9q7AnC/TMoOoeiEWCUK8DFdTbyfusGnjhN5+kdzdSfjSkNG2voXlzQNSR8mpNeSld+9ufNwRJ3uTeYZpLmmEizLoGO4vUA0U2izifspZc65PvnvLTey/zy1/7DINrSR0OFuywJgZF1hZMb2YLRjsVv/O1j+F6ETtNBYnVjqd3w+Izg42sCvCyE0W9HYi5p9yHO0frhIVBD5ukZBYevzDY3TKloaNwd7nGyaLHTn+BkcDYWSpv0CowsiXzZUbztMOeauxMyE8iqgpQN6A19aP7nD5Z4PrC4mIkXC4ZFhWljiCS6nqsolq3NEPwo0ATFXYuFEcp82qXAV1F5hc0Rb/m7nKEVoGFy5g2OdnugiV91DW9IsrfC3wnsXtOjlKF+0pmW9klgKQytgrw+e+Se+LcpBT/ZoWogLKpyCu2xV8ANIKo+/sYS40vz4WhuFIzxYbkodUBsTGRVR0JRUBv1ITjHD1PhaJN2yCgWRqOvSKUmv2LZwyymjeON/BOkxc1G9tjlrVlPO5z6/YmoiO2XxMLhZtkyTYwavALAyZgNyqaw17y28KKrEqtiDYSlmZV8OaCYTgoeeTyIddub1OfFhx5hagkKixLy6LMGGwsmR/3kVIRt2q8U8RM+PrhPtuDRXKzmIAfW7ZfhWwaVs0WgoFqQ+HWHdQaGTWw1EijiX2PD4p5nVEpg9We03mf5SLHzwxqkfzI0UZUey7qYFKDgdaPjLpf4rVaHOUBGoVIRCYW1UCsBd8q/VHLfYINyZLzDvGeeZJjjP8I+Efv6L06eVhDa7OIAnrpUZUjmpROB1Lxnk8raW8N0ysZR58K7H5e6B01hFyoB6q1XJAKwWKkWtOYMq10xKViu95hgy7bQjsfkjqpFM1GkQoDzz3RlUNVmu2vOjZf1tTPG6aXN5H9SP/ZCf284fh4SFymk9F8fMZikoMX+jcN2bglge3KpRkmH1i5oegdW/LTBjMzyZ7QU2nyiVAtLYeLAVYFyiIVFNVec+t4nWAizVDheulmFvqeMAQHqMLBELjgqK4PsTMhlpoyCK/du4is1zxx8R6zKqdqLNOZQemAzyVNuDERY9UkdSY/bRAXMYdT4niCrI1AK6RxxPEM2VxDlRo/zAhGYRaOqBV6ViUiK33OK4PPz3VjhGwWUHVAl45oFeIizVDjraQmGVrQ4zlYSygs4gKx30rqIul4jTJU6YmZol7/3oTyu4lbSCS5bJXGdZ0sEnVIk/BZ6LFmSpRElt5ilGdAzbgpGNkSJYEbyy1Kn8Ze6FSJXwVNFXroljjnquGCGVNGy7EfsghZsjroJZk4FIFCNZz5AR4hF4+WpGLPfIGN6WbfVzXPjd4kjITTps9L032+cnyR2muuXjhh79Epk7rg5Tf28a8MU93pxRpTNLjDHi+88jjNZmDzoVOe2jrkXjni7nKED4rCNGysp5z2mik5blJh3XlHgbHv8Uh+yNemF3ntZId+XnO5d8peNuVePeLXzz5K5Q1Lb7m9WOPxtSMGqmZdL7hdH/Cx/hts6AWnboAmcHO5yUDXjGxFTzds26RmVpXFZklt2VmfMbQ1FwdjLuVnLUFOCwkloV1YaP7g7FEASmc5igOMBILPWLjsgc4ZgRAVs8YwtFXyJ0tNHQy5qahCm41xOd4qNvSCm80W89aXfV6k2NcVoZ2sL2cnFKpZqeTfLd5t7AI0XjNeJpuJ7Tfoxyp212b4KNy6vQmNQg8bpFGcTXtY6zG7S9xhj+rHptzeG7L3hYLenYr+3QZdt9fhNcjHqSYjqpxsFtn86oRQWJqNHJ8pqvUkHNh5RDWCL8AXEeUEX0TcKKAqzebzCtUoXG9E9ZyD3LOxNWd8fR2icPKTVSIqQP+OWXUFslNAoNxJiqeukne52gI3DCwayz++9Sz+NCc7i1RbQtCBZpqh+o5yllSuX3/hWR69cggRiiPF4rEaWWj0UrG82mBODX4QMFNFtR0Z3AS91JS7Qhh58ld7xGenqbSmn1L1eqxptE2KNYrdYsZJ2UckclL1yU26Zp/dvMOt5TrxerKCuEsVu/tnHH1hH4kZwT6FnTkOP9Fj8pRncGnKjx/c5JWzXW7d20BFQdWkOdilOX25F9CbFY3OmIumdxRbkpO6RM2uwNO7h9yarVEYh4vJ7vX0/j2W25ZX3GWKQ7Uq7Pte4F3Hro7QtGzQCdIW2MVlIo4rqJZFmVZJPsuQjeQjJgpF0VAuJXXy0WHlRxYn+FadDLWC3N9XOWNbI+WEGO93g4hB2pR+UqX93EIWcHnArlXI3T56mUieA/So4e7ddWyvoZnkjPZmDPKao/EQ12iywlFkqbi+KU3qgNF6of04ZWglixjjqQcOnEIPGjwpbs2Zxm2+1cqVr1WMTwcUWcPezoT+QUPlUscigLvjdURFLhycMD/tEYtAcMLaZsnjW0fMmpw3xuuEqUWvpWJDu4hELXgr1OspKzS/HDBrNW5miY1G8vbxccHx6ZD1tQVBC4fjIfVJ0RJdT1Dc93tLqvOYNxnV0q6KGGkU0aXuIGIDRFl5lL1LNlgA1UjqJGJTR5owt6uiTj4EnuR3hWCEZmDQZbsaOZftjULc/YZN0SiiVbhCc/Z4xuwqXPg9YXC7JEpq6xG0IAHM0sMi+ZitCXibvHD6vI2RT+b+qNWqdVnIDcEIweh0YEJMyjWgpxXmuMGeZuTHBc2aYfnKGuWmwKMB+j55tRqNHjiKXk3/as3R8Qgmlt6bmmwKukoV40SYHWjm+wrIUwuk1pYUDWRFQ982PDo65rAcpv1v1Z5iprDTdPH7HMypIeTpRuOGAnmgiRDWHXZmMWcm+aSyiM1SimOQ1W07F6Gc5ei6XYVuriEuqfG6iphxhTqeEBcLZHszta/TKqnKSpCqRjKLntVoo5Iy3LTepGVFPvYsdxSzA01xFnG5rDpUhEwRrG3PbSLmrlAEC3pWE0/HyKCPLOv7CnLd0OwnddL83gvoSwfEXk7Qw/c4Sr81fEzpfqMClTdMg6ZobRMupBt3HQxzlzEyqWhvM1vS0w1vLDY4rfpY5dkp5uTK0dMNA1PhgkrFeTF1xqijxiOtbaNPX1eMfS+pyEROvLDwOVU0BK3oqwpPsjBsmRkbesFIl9xqNrhTrVMFy8/svISSwJvVJtcXW9xbjMi14yeeeJXdj8y4vtji+ZuXkVcHGA31vkMtNOOXt/jibIdmLZBfmXF165SqLWw7v1r3sumqyA5AExjpks9uvoQLitvzNcaux4ycN8sN1u2Suc84LftsF3OqoPnC/GG+Mr7Epf4ZA1UlNTk75RWfFN9bi3WmTc5Bf8JuNuW1+S4iEWs9mXEcDCY81D/hUn6WlOOYbh5DXabuILEgREWmHHUwGOUJUZj5nKGpOOiNk7KPYNv2Uaa1XWTK0zPJ9zp1OZlyq2LHjwwrBqqiCpaeqpn5nLwtCPz1m0+zqDL+/CNfYuz7lLFBE75FZL0PiHD3bIRIRJvA9mjOsjHs9af8xNarXNvdYc9OCQh/+8UfpTkraFREasX61XFq2fTkhDt2xNZXeygXGT+m8L1IcSgEK/SOHNm0tQiEwHJvAKTWZfkk4App27mlTjZmoXC91FZucdWxvBBwA8HOUkeFq78G+ann3qe24ElP1AEZ2+RhbITTP1ESnBCXhr3f01Qbab4JBpohnLcNG1zXzG7sU+5ErEviBSFt47nnbvDy4S6lSwwwBuFwNsBOhcVlB5XCThKRchvgB4HYdzDN8Hlk+oiw9npkcFtY7lrqjUg/b9gfTXlpcpDUtjwyeDmj/kS9KhjdKJbUbfuxNVuy1i95abzH7d++zOg4JpXY5iw2MuJjc042C+YXLb17qcNT7HkurE359NrrDHTN8XRA9kZBcebRy4Zmo2B2Uac6k+s9bCtezC+kxYpykWpd4R5fkmnH3mDG0lkK3bBuS6pgWDrLZ374JV765afJZqmQ8n2HpNhdtRRs/cfoiBo0yT8cheBCev5cdV5q2KyJy/ScLzUz17tPsgSQto1YPFdi07WpbLIPQfIBo1Lb00ScW4sG7bhaWweSispoiRybNWGr7WohEI4zzEIRjEUpmC/Wma434BQbe1OMDsyWOU1lWN9YMCoqpmXO+KyfeItLBYdNo5GZIeaBcJKvVNKQxbbTVLI7SKlwjSGWmnvHa6lVnfHkeUOMwiCv6Y0q1volJ4teIpIqokxkOuvxStzloY1T+lnDfNQQI5hpqq/yVlJHrv1IsxVg1MBpnhYnQYiVIlgFQ0eYWU6rEYPNZfJ460SKlW3ba7aENwTF7bM1XKOTzepc5bfJQoFJYwtN+owZNrhF4kJ62drHdKT3UkHvKDL5qWXq2tGS8HeKDwVJ9gXMDgyDux5dtr0fXeorHDINDxCvZmA4es6yOAgMryuKkwZ8JPR1qxbEVRGYCnFF9rJ5xLXFCtnEp+1DWjmSuk6ETOOGGlVHfOvT0lVSO8X7tn1bjfERcTlm4SlODCEzLPdBXV6wuzGj8ZrpouDo2hZqo6Z/eUL/0YZ799axb2YUR9L2/4wru0HTlzZNmNTu5s0Bk37FcdZHtTLsuCrS6jnCck8IObi1ZD+JWSQaQRqFlIpskqVjWSevWTNqPYUh9bQdVwXzZc76cJn6BpqM6DwyXdC7nSV/cuORm3eI3sOlC/d7TwNSCqIUMUsr2mjbSnAliJZkhcgzohLOnm2P9cglP5kCmZ/7oEEvFG2HLlpLLdm4R++1AJnFbw3aG1hAhZD8z7MK2d0hWkPoWYL9HuX+3iWc11w72+LxraO39N+tg0G1/XmboFs7RiRXjioYrs22Kb1ZeWnroFe+1ZN6gIuKyhs2siVltBQqWTOqYBnpMrVjiyZtH0k/296+J27AVFJHjHWzSIViBAaq4qI9Y6RK7jbrfHFylZOqz6zOeWbzDp9av0EZLM+PL3FjukWuHX/80VdRj0VuL9d48foB+U2LG0Tqh0u0DZRvDrn5xTVcL/Ibn8j58YNv8nBxzCJkraUkeZI37ZwypGK2j63d4mJvzJ6dsm4WzHzO0lv28ik93fBw75gfG7zCK/UF/t61H+HV64/w2089wV/6yO8z9QW3y/VU9GgrLvbHGPH0Vc1+PuHR3WN8UOTG8fToLo/kh5z4AUfNCKscmtj6hcNbzhXAyKYgPCwtrlWIaq95ZHDMxKRCyxCFk3qQ+lK3i6AQhXvLETEKFwdj+qpm4gvKYLlbra2qt5feUhiHkJT1RJ7dym/+fkOcUJ8U6PUaaz1Wp/gzKvAHZ4/y8vEuP3v1RUa6ZHt9zt3KJFJQZ5zdG9HbXGKMR19ZcGT7mIXgDiryQc38iqF8o8CO08Kkfxemj6+lBXKMxNh2J2rSXGiWHlV5dJUjPrLYNURtqLYCPk/WEJ8Ls1oTspy16479Pyo5em7A6UciTz75JpcHZ/zWV59BlgpdC4c/Uyf/6NwwfN2ssvLFaWpFWa+36nIj9A4j1RYoJ7x+ukVTm9VN+dHLh9z8/CV0BtlJS3Bs6nNOEHpvapYHoEtBDKg6zem7v3GDWJZMPvs4h49nXK+3kh954PCNYvFMycHGjKq1LJ23ChyZkgvZhL/1wmfo/96A4aQtUuylXrnzZZbahAVJC9UTRXEcqa9nnO33uFFtoyTQ3BhQfqxm8hzpxqJSPYeeKtxeg71rycapK9TssqLcTcdlf2tC6S03zjZW/cEz5bnSP+Xjazf5G5/7E+zNI717zQcRtpz32pY8JHLadiwgyMrzrfoOZSI+pJ6829szTs4GyUccHyhuc/q+lzmQyK8X6LVe1ib5jc8VZNGp1zFE5Nx9oVmpzNErYqUeKCpMBWjN0qKsbwsAheHOnLkp8NoSdcSMdeqRfS8j5JHJaxuEgUcKz8X9M6z23JsMqSrLxuactaJiXmccvbGBWouJBDepeFDqVvTrBdRMp+1kHnKPNh7WIhe3xxxOUu0GwHKRMzvtowvHn3nqeX56+CL/482f5fnrl4kR1tcWPLZ5zKsnO4zHfcLCYNcr3Hpg8nA6hq4faa5UyW4ys8ggzXXMTPs3DmI6NgCNoq411vq2GwmrYjpzbCieGrOY5yynOSKwsTVLPZSBQVFzfDIklAa/TIsjTETpgJoZ8uPEkRypD3kzijTr4MZZ6njhZcUz3gk+FCQ5Kpg8Bm5gGNxR5GcO0ZJWHqSYrjY1R58QwkFJ3luirg1Z/6ZPfZTbVJIQMfNwv5dyjOfdVKCvsItWLdWSSJ2LrLrBA83QtD7ZtktGgOgiIdP47QFmUiavrRb0okYvwEwUu2XB5KGM8NqAaX9IM4Dq0YrehRmZ8UxnPaZ3RogX6oOG/4+5N+uxLDvP9J417OnM58SYc1bWRBWrOIgiKVJ0q1toCXJbsGHYhg1f+cb/wn/BsO98Y/vC7obRtgGj1e5WN8FWW1JroEiRFItVqikrq3KKOeKMe15r+eLbcZI2BIOCWyxuIFFZgYwTJ/beZ+1vfd/7Pq95vaRYpJi5JTtR6ObFSKx3LExQlyjmzQ6XdoZPX+DO7MJgKlmk2zSgC43rOxkpFFbGlys5b96C3SB6vyAPmiRpu4AFmI02LDYZTW1JjUL1M/zZBcYagjX4cQ+dpoTNBqoaFVlCbFGNk+I47sbEHtnEaPCxbFbo/l091Ni9Ams9WVKz198wSQqs8qybhNQ2nORDGme4PZzTes1fvH+ffD8is5aQxpiLtaDpAJRCOw8XV6KP7kgXNv9/kdZ/TkcaNYyzkndPD9kbrhl2oRqt1wy6oksrz8DWLJuUk3KIVY5VkzCOCw6zFfM62xrEro/KWTyKwkXkPt4WdZFynLeD7d+vta3XBdc157jqCj+tBLuWqoZItQx1QV9X9HTHRB5och8ztjmparkdX3I7viT3CU/rKR+u9ni+HqNU4M37z7nxS4stJaP9YEhSdzSDAIv3Z/zLv9yh7QdGD+b88sFTdmKhW4xNQaRaRqbklfQEOKAKFoPnZrLgYb7L03zCr0weE+mW5+2UvpaCK6iYZiOGxWWb0rcVtbe0QXMzmRN1RfL99ILCx1TOclH1MUpkKDM2LOjRBIPpuNUgHeXMZMxi1ZEy5Brobsy3akSGUPlou4EZmIrKWkZWutGLJuO1wSmVtzxc79J4w2kz4m58zmXT5yBZkuh2G6BykK0YRiVjU2zZ07fjy7/9G/WvOwIor1BPM8L9NbUzXK17nC/7NJ0D/588eov8kxH6oCTt17QfDml2WmgV1eMB7Y2C2XjD7sEZH57sYQNY68iSmuUdaEKKt4BS9I8khOJ6XZf3EEhPS3QhBZduPO0gIruQiV52oih3FW0mhWKxrwBZm9usx/BpS7IwnH54l49v30Ed1oRW4YYtOEX6OEHXsH612WK/+s8M9Vj+rruCIr8h/OdkHoh+MqH8HISpXPPT1UB8Jg24PtgCbCX3vS403kJyYVCNfB3ERLj+0i363/sE5aGfVazzBDsQWgDWkw0qzhcD/snlF/id13/CjXSBUZ6/Wh1yWg2xkdvK1OJNwMeQHSk4HpDI3gPlIMoD2XlLOY24uBiwPkzwQaMahcpFB2pHNcY6mtrSZgYdO5qpxt9tKL6EdN9rQ/okoqgjiijic7unIjNCbde0Hy7uMn7HYKsuwOUzqSCk0xgKs6VU0Opt5xMbhDoB3Lx3wY3+kk8XMymg4UVHMiCF9nXhFpTg0lRHsshaQty9rpVvUNd6ZMA3EpwknUkxAQbtxabjpaAOrdoGhPjSSrEKrI8H6GGDmZWEoGiJMRuNS+X9yzNVE4Li+J193FAm1bu3FgySikWRkpcx05sLsrhhmaWsz/qiuS7s9vf0mXRyr82CZWPZrFOOr4akaUOeJ13ABqRDeV59Wu6QDh03syU/vu7Ke82j+Q57/Q2LRU+wdZUVnXrooVpFtNCwjlCTWjYh1+bJRBp5bik3rUodwatu4ueoEocvOrxeK5r79WlfzJO5RgW4KsaiAW80Rb8lFAZdafy4YTLbMD8TiYquFdWOFzSegRB7nAdGsh7YyNG00QvKyc9w/EIUySBatMWbLfmhZfhJRHbhUb6TJNwNuFsls2nnol5lmErhbcDFncQiiGzDFB7jrz8E4cW1UlD3VJcipLGFE4OfDwTb6Zh92DozlRdNsy1EFkCAdpxJV7lxXCfqKRdIjjfsXpT4zNIMI+qxpTyJaQYJZh5IDhTlrof9iihy4rBUEPYrqluO5jJF15rkXJNciuzAVIjz2GjqsVzQZhQwlaIZBJqJJ3tuiJdS3Oe3HT4RTVWjID3V2AJ0E4jWiuIwEM81o9dKGid++kEsXb618ZSzDDcdYpSCskKpBP30jFA30sX1XaKU1oSeERlM40QCozUYhUutnJOAnCMn2LdmHTO5seDu6IraW945PWR91eO1e8ds2pjEtF1CW5dMZwPxxsN0LK9XVIKA62UEa8TJPZvIe4ksqmyJFvnP+5YFoGwidtINmW1479MbDCc596ZXxLqldBFJV1xdkxDyVsxrwPa/fVtzUfWwWogVQlAQ/Fu/w8YBRMjIXjrD4f9BvBiYiipYCJpIOXJiPIq1S7vQjB6340siJfKHhZOx99CULFzGou3hTcllecDQlKxcSuEiXh2e8Y3Zx1Q+4lG+y6frGT1b8/fvv8/01ZzjasQPTu8wf3cH3SiaqUeNauZHI/7NT956gWS6l/P3Xv6Arw0f8aja4yBa8kb6FENg4XqMbEWkPO+ub/Ar40+4aa9IdcN/9YV/zj/a/Trf2nnIzEqn7fq93UgWDLqu+tqlDEzJa71j1i7ltf4JY5NjEO2xQ1H6CKdEgmKU57wZsHFJ16E3+KBl7B3n+CD8YqsF2XeN6+vpmr8zfJ+H9T7PqikbJYzmTZtQe8tAVUTK8bTewSrHNMrp6ZrSR0S65dXBKbmLuWp7RMoxjTbbZL6f96ECmLVG16B+MuT57ZRkUtI2Fl9Y2rMEd1Bib8pnS6lAtFTol0vqMkJtYppNhB8pfml0zCQuOMpFClW1lqtaE28EEZdeedLTnHK/t+3aXaM6r9dTtSlQRhEVDW06ZHDcgofhU1i8FFHugY+kowxQzhTJlWJw5Oj/qOTgu456mnD1qiW/KZOq8qDdmqx0bvCZ5+ybHX829uz8aYRLBIumXecZGUC8hOEncvNG+YhoKAZEt9OQvRdTzgLxUlGPAz4K+AQGjxX1UDpqPlJcvW4pdl+mmirWH09Jbq8pzlNU6kDBnemcp9++R1rBPz39FX7jG29zVIwYRBVPVxPaVmP6grZTLpBeihxtmxzb1YfZRSvY1JbOlKb5aLWLO6wJpSEZVbStoVonjGYb3to/4k8+ekA0KXGNwW8i0fSqQHmnYaADeRNxuy9m07NqQGoaCh/z/T/4HLNFt+4cRrj+/3/D9N/8CJheS5I0FKtU9OjX3WQloSAHN5eC7VdiqL04H0phdM2TVbDlj14jwq7H8NcGuNxu7x0bue1EaJtU6xXGCqYteEVbG2zsCBFSjBWRbMy67jGmM581CtVzGONpK9uZzwJuIPeFKrsQAQc6lwTIYAQ4cPHxlPluRbuKyHYKYuvIq5imMWSzgkFWUdTSbFlf9rqNYSBJG9ZFQpnHsIpgp+BguKZIK/I6YkNC2xiU9nzn4Wv84Ow2i01G/G6P6vWCvIxxrWGxTiWFENF/V4XFziraZUw1aiXQBZlSBa8wicPDizREBVm/whhPGrXExlFUEZUWTjStpny1hNqgN5oQB6lrkOujejVR3OJTRbOQLvNqk4pkZh6ja6hnHjIn8hpATWu4SND75YueaPazN9V+MYpkEzClwtQWUyvyQ7j85UAyKyTsAugnNXkdUZYR/mmP3XeFu3lNo0DRERRaUIp2EItpxCjKqaUaSfHmLJhK0aYG0yW6tT0ZF1wnt+mm0yzbrrusxABoN462H2HXgWAtqnIiw7BSJNJxKL2RHX7vxNM7bhg9UXijaIYJy3uaahpg6ggbQ3Od9nNQYO/XzC/7qI0he26INnRhG3Jls3MIOtAMRHvcDK7xbN1uLUB0boUNbaHckQLZVCK7qCei+dk0MXkVk9p2+6G3OR2UXYlMwhoYScdSNa1EUXuLco5gI1wvghChQsAnhjY1BKswpUc5jfYepRWmCejEUTViZjvL+xR5gj2N+Ghxm1e+8JTGG4ZRRd7GlM4SWklLVK2TTUuWwFUJiyUc7jH/4i7VSBOsdHWi3NP0NHzw2dy+aVfkT3dWbIqEoo2Y9HIy0zCykrakVWDVptztX/E0nzCOxYxZuIhYt9uuM0DdRrTBSBx117Y4bic4JC565VJ8UB1LWRF1SXC5i9m4hMrZra5ZzGIS7jF3PW5FV3xS7/KknLFsM+AF6/kZE3a7zu91/PW8yVi1KbNow2v9E17rn3DZ9jkqR/zgXNCmd0ZXfOM3HlF5yw/PbnPx4Q7JUtH2A2Fffi+/jvnXv/8lvpN+kdFLc37j9geMzYZDu9jyir86esR5OyRVDZdugPaeidnwX9z6Y1LV8OPiLu+tDxlFJZd1jzY2HFVjduP1lkHdBMN+tNwWx9eBHtcbjcjst/IAACAASURBVOsi23fR08smJdKOtkvD80GRtzGxaSWBrzNlHpcjHvTOyX3Ms2bKl9JPeVztcJAsKVxEoltqbxh1JJqb8RUH0WK7kZHwEEtkNySqFQNf0DgUP9jcB/7sb+Xe/P86lAObK1QL1Z5ntL9m/clYWMK9Fm8Co17Fain3SZ1HxF9a009rlIL6IGA0GO2JlOPV/iknxZC8iTg+G7P7hzGzd1ZcfGGwZclHeUvTl4mXzVt0IQgz34tp9we4RBMvarJnK/QyJ8QRxUtTsnNPNdWUNx3NsNMEOyRRNVXERqGKhjSvqb+yQ33YkI4qRlHL6vGIyV9GLF/ufnEb6H0UUe55Lr4iY2gqw+Rti/KBclfOyXUxXo/FVJiew/BxxOpewOaK4n6N2hiCheRcEgpVqzo2PzRDmeJVNxpwiqqMpOBKG5pFwvufHnL4WKQOePi/Hr5K9G4PK0sDZihpd6ZQxBtFtHZEuSSR6jYQrRrs+Rq0Ir8/EXzfTsmD7Ixlm/CBOgDbxQmvpWDL35/w50VMf1iyWWT0xwWboLZIL9VrhRAAfDDf49ZgwSTOmdc9vvPwNXwSKHc0TR/qt3LMn34GEzyv6PcqmtYQKumYh6BJdgoOJyvaLqQiMo7EtDy82u0K6G6srMJWboEKooVdR1IQX3eZ205L3BWEPijZ2wWFb7VETOtA1qt4becMrQIXZZ9NHTNfZ3inMbGjbdU2KvlaN616wvHNsppklLPcpFR1uv3dgg0Qe5QNYhq8VRHrQBS1rJ4PaZcxutCUVZ8iyVCVJjooOBgvqZ1hXgoPdTDL2R1suNj0WJ0NMP2GkFvMtMIYCe84WwzopTXeadrCYjJpopw8ncr7udmyN1tLMdtYVpuUpF9TFVl3/qCtBEMnRanB2Q69VhhC5DHXuu5Y+PCH49V2MhGCkkS966jsRmEWCcmrS+qBpVnHxKOKtjbCuwaZxABEwhr3nXwmJJ56FjoGuUNlDd4ZkWRkDnWeCOQj9cQnP3vp+4tRJAdoprKLakzALA3xhaEiw+5vOBit5OFVR3hniJfCG1ZOjHXeyI0spAQj4EclEdYuFdh0vA40mdouQD5WoIWVvDUC/HRDR0lHF0Ta4CMlqW4avE22gSam9phCoq6BLvrwxRjKNB6zEd10cqGJlymbA4tLjRS7PShuN9jIUZbi4AxRIH+pkV1lLYsAQP+x3qYdJT9W3c8RQ8fwvYh6JK5t15NNhzfQTNyWo2h3S4wKjJKSSVpsU26yuCGPQRcNIbKELIbWo+crQlHAoI8f9yWi+vkVHO6hVCQbjIEUONmTJeXtkRhAGi+ab63JzmrCIma4J7GpN/pLWme4PEvwfSdM0J8qTk5WQ9InMdlpRbs3wqxKVNUQpmNUUeGVYvHAkN910KouTcvQP/osOhowiCv6tmIvXvNoOeOqiMi6FLjMNGgVmDcZO9GGxhuscuStwNNbJxxkQYMJksmoQM825C0/1V3XpFq6/k0wWyJCE+S86RA6nFglelkUq1YW3cLHDK2M93Mf8355g3/40Vcp3x/jb5U8uHnO3f6VvLaXwrhnauZNj8w0TKJCjEXKkehm+zNf7p3zuf4JvuvQ/nhxi00TM00LHnz1A/qm5uFyl8dHMwDiUyv366hltUn5P/7kq/zu5uu4w5p/8PmfcJgseDe/yfNizM1swU602RbPr6XHlCpiYEpm8YbCxfRNzbqNqb3lWTGhb2vyKN6eo+sO87Nqysf5LrM45/P9Z2J61HW3AehxN7vkfnrO42qHjzZ7ZEbG/m0nWclMQ6IF17fs0ggj5TiM5hxESx5XM47LEZrAukm4k0lxHCnH3PVYtCLz2I1WHT9a8HBpkNf1Xef/szhcFihvtOhckx1r+n86Ru/K5Cq/K+771TLDxi2uNaQfppQvQ2+85s29Iz642qduDV/f/7QjqYjRzQdF/DBj8lGB60m4QtOT9dYuZBPRpoYQdVB/K/6H6yCoZhTDICJOInRekx5viJYx9ajH6JuX/Nef+1/5x5df54+evUz5gxk8B7OsccOEcj+hdxJwWUQYVtwaL3hvkuGylFf/4RX5nSHFbsT6Tlc3ZS2hNJi1Zv5WKxKFTovaP5LzVGRKfB9GAqPipYRpzL4rhdXqHrgkkFwKhq4ZB1wsCL2gYffGgsS2PD+doBIJuFGt4LmOf91x894pmw/3GPxxDx/D8vWW2a05twdreram9RIqUvyzHYZPnYQ8LT3R8yvCOofg4f4EFDin+f3z1/ml0TE68tiswbVd8EWjAcNwUPA7d9/hf/7Lr7NZprCM0HsF0VGG/dKapjXMspyeramdJdaO2hnUR33czLF8NWBXmnYRE5mfv55eJ+LvqMqI2c0FB4M1H53s4j4e8OkoQ48asl7N3nBNahryKpIO7k93dXXADOsXyWuKbXxy1G9wHaKNWL7mG42OJF8A+8LEV5YRPStr863+nDqznERDzlYD8lUizTen0IsIWytcHPADhwugB4F+XLNYZ9vpQigMRAhnvJLEvPoyJdvLaRqLHjZwlnTTcSWkh76j3sR8Wghn+5oNvTORVDuAbFrQT2v6u3Oenk8ozzKOvGLQK+Ua9kvog9aevExw2qJsgCQwX/ZQOuBdB8cMATVopVYpDVSGoAIkHmU9ah1hlxqXBMJA0TYamzgx+lnpyGe2YV4MmWRdQabB5RYzqyFP2SxSlAnorKWfVZQmoigtfmPxWFTXCR70S67Oh1IrVVpiqp3CXSUwaNA2oJeWMGsINmCuLKExuOxnrxd+IYpk1SiyZ5by4EXhYzcKHxk2psdxgCRq5SbRnuJ2Q++5JV5pdCthEsEommGELR0uEcaySzX1ULBiIOM0ghS8QSvwAZd0CBcXui6wuKG3YSQadBXw1uBjRZtqkjZQTawk49WBqIiIlhKt7K2i6SlcpmgCtJmk7dllCUFvgf02F+NevIT0zOKyESqD5m6LGdUy0lhGctGn8uB2dyrWzwfoSnUFt5w/XctrpucQrrRokBW4sRfTQaVF73SSEaYrrBae7zgq0QQeFTOyU5Gd6E0h1IqrpcgbJkPqPcG4MesRxxHq+AxzsItPrRgPfaA6HEoXKK9lAxEZgtVUUyn8JX5S07M1X9h9zvtWiBBt0FjladHc6V8xS3J+WM/IHp6D96J9BkIS40cZ5nLNnX8hRV1xa8Dx1yN8It31z+JIdMu/O32buetxcHdJ735FEwzv5jd5vJnxLJ9wkK54XMyEL3xxA6M9sXGM43LLVV50+lcQGYbVnmWTCj+5271dd0QXLsPgt3HReJjanNzH9DuCRqQcyzYl1i2t16SRFNZXbY/y/TE7Pwk0H6ec9u7wbHiH8tCxe/+St3ZaplFO0gWhrNqUoS3xKFLVkKoGH2meVZNOktAwjXJ+c/evALhs+7yzusHjzZTEtHzz1Y8B2H1zzaLJ+P7RHYqPR6Lp3GmJ0oZ/9vZb2NOIYAP9Vxbs31oztjnGeaZ2Q19X7NmldJdVYBZvaL3GIcEeGxdzVIzIjOiSAf5qc4OjYsxF0aNxhidmwrJJeWNwRM9UW7MgwLN6yrvLQ8ZxycbFAsvvoqcrbbib5SS6ZWAqRrbgounzu5df5kF2zm60ZtWkNEE06GuX8LSeoQlctb0ucrzHWT3gQXZO7mLZiOiaKEjne3y9c/85H6qRUAtWKdU0MI809SignXgfWuuJh7UUdUcpLg0kHydwCB8vdjm7HEKAd/o3+Obux/zZ+UtUreX40x1uvCeJqc7II0YF0JuKEFtwMv3zVkNmsfNSSEZBJASqFcpRO4iINxV6maOKmmbQp2cc/82z3wLg37//Nv/ll7/L/3D1Nf7Ru19Ff9Bn+Elg9wcLCGPObyUc3F2x3E+ZJ4cQArZw9E4D/aPr50PMxVsKn3SGp0kj5q5+4OxXf2pNUYGDPzS0maLYVyTzF3KHaKXQDYw/dhx9U0xb0kkO6ArOn40ZHqxRWuhC3mmaTh7w4OVTvr7zCf+ijqif7jD8uyf82u4zDuIlf3L+AK0CsWn5d25+zOP//IpP/9ErRJtAdtyKkTxNaG/NqKaG4iAwGhTEuuXD1T4HsyXH52OiuGV/upJOYJZSVDH/24df5rd/6V1+7+03SQ5yRv2Si2mPrx4+xXQm02tiy+PVlLvDKz4Ye3pPLcXrJe1IarSy/vmXEL42bPIEv45Y6h6LZZ8obnH3cvpJS1lGzPo5B70VZ8WAw/GKR5tENmQdFeFaI6v7DX4lmx1VGNSkZjgouLoadEl7QshQ11HRxqM7qWVbWTBCMfIoiaYnME1y1lVCoWNRdDhFvNDdvQ3mIqIdBDYnMYvBWKbAHeGBKEicdOyEwez1VpucJTVp3LCJHM06lu8pjJj5tRSpP93oO3m4i5rU+NySzQpmWc7z5QiCwk5qdsdrijri5PGMaFLSrBJMv5HNlFeEFghaZK2lRm0swQRc915NrkUrbTy21+IuEkweMXgiklUfKYomQd3NadYx0aDeNubWIWGSFTyfj0SrHAALbhFJUVoYIWEUlqtqyMGNOaNeyenHO4TMEXIrNJtSEinNpMa5WKYKJqBLhblKaG7XhKFDrS2kDtXKRKCd/ewpp78QRXIwwJeWhGWKWhtcGqh3HHrYMBkWTHoF81wMZqNhThk5Fq8NMbWlfyIki+vOsksMqg1o5wldBzbKPdVYb7u70SagQti6Wn2ktumaoesEu0xGYMrLB+I6WAMQ6sa1Zy1SFJki34uxOZgmSMLeQqD4ykv8dLASrhFtWkxjcHH3WkEA9Onc42JF78jg44ygYX0Pdr54uiUgPP9kF1IPsxb9ckXlNPWjIcmldMjFJR4wpSzg6akm2Jg2g3I34Hstg6hm1DF6V61IA8oqQscKn0ZAH316RRgN8OOe6AURakXybAHnl6jhQEgYjSJaVDSjRArkq3qr69atbFxUK51xrSSG96wcMI4Lbg4WW93tbrKhCZqzcsCPHt1htIbQS/FZJA/WyKKaVhL4eil6sRFT5kFfRq49WHyh/lu/T/+6wyrHD/N7XNQDXumdsGPXPKl3GJiK2705TdCcFCNi0zK0FZO04GQ1pFCBG70lkZKwgGuTnibQ7zoTcYckO67G3IvPMT+lQ9ZKAkkqb6m85bQZbiOvJ1FB4aJtV3TtEhZOUgDP6wHxUrT0UR6I1wH9HKrnmvbtXb6f7fEHv1Lw9175gJF9IQmJOsNbX1esvGca5bjO6PajxW3GUYnVjkh57vUu+dXJI5pg+CjfB+C4HNF6zRcPnnNw9z0A3l8d8M6jm8TPI3wMbuRYPR3x7Ydf4tteoW/n/IPX3iFPpAN+3ak8rwbbhMPraOiijfhguc/AVJxUIx5vplsZidGeW4MFd7NLmmCIaEm0/DmqBCPng2bViK742riXmQaP4rLpc1n3mMU5Vrktqu+jfJ+qk1hcFaOt8e+8GXBeDejbaqtrHulCUgjbHh8u99hL1+ynq65D/28llvpvfAQNbhWhDirs04Ry12MqQVuF2yXqMiYMug7PzZK6Mky+H/Ps0x10vyV9JwMFj8wOqypBqcDVqofZaLKzhmqa0PZEFpEshFYE0pAwpSSmNsOYZpoRn6wwg5jodI0fpEI18oFmp48pYnxiafowSsotm/w7R6/zu5+8xe5gw68/+IiLWz1+9OMH7PxYZF42a8XzYFvyO452nOFizXVwkSk9aR149X9a0o5SzKZi9dqYk69pfunrj/jJo1tyolQgVIaTv+u2E0f/NGL4KWxuipzNW5i/apA9miI9E+5yftNjVoZ10sPE0kUO0HHz5akTacdv3nmf+X+UsWgyKmfZjVbbidS/d/A2Pmh+76M3UDclKMrbjJ3VgBBbzr/Qpxkq6p2W3bhh1UmIysbiG00TLM+e7KDTlt6gYn0h4/g/Mg+Y7KyZXww4u0oh9pQu4jQf8ur4jKs6YyfZcJAtWTQZ/8m3vstLyRnv5jd5++omZWs58p9Nc6KZJ9x7+ZRn5xPcKsK7mNBrybIat4lYD2IeNrs4rzgcrjjYW3D86c4LOUUnrfC5leIyIAmUkePzu8d8aPc4OZkQNnZbeIaAXL8AWoctsuyi7HOe9xilFcO4onaGg8GKsrFUlaUpou2GSjmF68kmSteQnhhUa8jvtj/1Pjxc66ETB6WhrqwY04wnTRtu7Sx4fDyTmqTTYRvjqVfxFm8W7+dUFxmqVVRPB3z4bACTGh15bu9dUTQRRRUTjSsmwwI9yjk9H8E6Qo9qTORo5hKShoaQSuKgTlv8JsJuFKq1+Jsl/jQludKix+/C1NZ3PWavpFnF4BVNaYnidpvceroeUFfRVkuOChBLsw4TSLIGF7e0ZcTZxVAkMZFH5SLv8KOW0WzDapHhljHZM0s9CttQlWYkQS+63xBihVpH8mMaGL3zs7PpfyGKZEzgtb0ziqmglyLtqJyVJKiLMcWPZkJ/mHmuSsnjDtOWchaRrLrgkFhjqk6C4V6MgK71ykGJsc+W8v/KyYUMWrTI4sDuus2dB+Ba5a1a0ddSQTNVmEbTJopmJN+nW3k9QsCl8pBJrzzJPGA63Z3rR9tgFAk2UQQnSXHKiw5aNy8SAyW22XA83uHmS+cA7N25YlPGW2KGW1sYOvKdbsxxKTup5FIRr+Q1g4eklG5HMBGfHt3lg4OWg7uXzLKcD96/Se+JpXfuqacJPsrg3oh42WCWNSEy8mABQmJRVsx5XKdsdTKTKG+371257kbvtHPXq4wmbKHl1wEcsak4TBZ8WuywaRLUlST0Nbs9YSVfp+p1r9dMM9SsJ93rsZHFpgUz/2xuZUVgYEpyE/OknPGknG0LsEmU84XeYw53F7xd3uFfnX8OrQK7gw3rOuasHDBNcjwSZ+yCkvQ25dm0CWXHHk50y8plRKrdGveM8luCRaLbzrwmReS86YJIvLyuD5qzekimaz6c75GeBwl+qBxtZjpjqlyXfF/GsTfTOS686NYa5RnqgpEpWbkMYwq08pwzpGdrVm2y1ZnV3vK96h7f2n/I5wfPAHhnfYvCRZTO8mgj1zqxLb/1+XdJ3mrZtAl//Pgl/MOBfFZvSzH0u3/6FcxG005avvHmR3xt8gifaB5XMwyenWjDcT3iKs/Iy5in8wkHoxX9qBZ9XpOiFeStBLAMVLWNgR5GJU/zSZecJ18b2Iq6Y133O33xfrzaSlY8EsTypJgS65aoixEfdJr6jxe7zLOcSZxLh6k7r+duwLpJWDUJyzLtDIIFPVtvi/mf+6EhmohmXr3coltDm9ttili80LRND1KPdwplPfMvtOjCEBJP7yTQO3Mc9zPO7kpCWThLGH8kgUm6CdhSYsaavoKmBasxm6rzb2iiqxLlPW6Ygod21sfHujOiSUe5GSfEZxvK/YRBVPHJYsbVqkcIkCQtVWt5vJ7y6HSH9MiweH3I6TcCv/3qe1zWPfpRjZlWuMzKeluHrV/FpYri9lA29OMYm3sO/wze8y/xxq9+AsA7H98SaoC77kR6yoOW8uDFqdz5gURa1xNFtBQJHIhW2RYQThM2b1QMJjnruUzmojPL61865YfzO6zqhItND6MCr+6c8S/PPs/RaoQPcDob4YKmXiQMVmz13dVBn2piqUdiIFSV5uxqCCowGRbUreXrrz3indNDCiOhE21rULFHm8B/8NLbnNUDvn38JslxhEsDP3pym3v7lyS6ZT9dY5UjMw0/OL3Dw6tdZtltEtuyrhKscZjos5EKKac4WQxJs5p1aYVQ4RVFKUXX1dMxRIFkXPLRZo/hoJCCs9FgvRS4jRYzX1fom17LV24/wajApopFUpG5jicsRYHWglFVCrzTDPol46QgMo5R1yi47iwfjlY8fLIPlZju2kGgGQhmTzeio3WpNPmwXSfZI1KCq1iKkJSthjoAbWNIk4Zb/QUPXr3YdrCtdpyVA364vofqd+FRac2Dz13w+GpKvk5EWlIaXKP55PEeNmtpNxGT/RW9qOF4LkSV9FZBGrUs1tkWiyc7BE1/f0O+TiD29J8Zqcvek6THcheipcAOlBfvV7jG7QXAKZpGjOlaBZar7AWfGqRTH3lMoXAjJPY6KEKriDKH3a/JT/uC+uvJfadV2EbVFy/VKNvJVFTAZE42UJtIOsxRwCUBZaHc/9nvtV+IIjmKxKC0l6350fEt8nWCfZagHOy/HUgWzZZr7FJDOY1oe1APYXnXSjFahS4WVBY/HylcojFloJx26UcWXKEkZ9wAdaAeWqqxIl4HotzjYjDxdceju3qxyC98rMguRTtnanBdOl7QECyoWAmKLkhHOTsp8FbjRh36JHRGuzLQJoKn80ahfUC7gDed6U8r2kxv30PZ8QGzqKU33FA5g+8rfE9tDY2rswGh70jGJf03Soo6YvNkSDzXxHMl3WUHvaNAdmop3tvn0x70vWwWoo0j2OuFvcJ++FTS9fKC7BOP6qWETQ6ziZj6gGAloVCQdZYobwHRBV1Hg7tUoVKH6YIm9rI1eRsziCpi3fJy75yrpsdRMeLx5RRdKvqnjuh4BVrhezGqcjS7PVxqaDMJhbmW0Iw+fmHcfPS3faP+NYdHM9Qlz8KUnq4Z24Ib0RUrL5KIs3bER+UhTTB8cfyMp+WUT9YzlnnK5bKP31Gk/YZlk265woWT+2UYVRQuYt72eK+4wY14wa6VWGWHkp9ncsoQsXbplsHs0FzWfSZRztTmmHhBEwyn9ZBnz2bshG5SokQzrzupUdPXVFP45b1jXNCcVCNWbULf1LigKUOM8YGDaE4TLCuXMrY5A9vv0uikSF/VCaOkZGY39Dot9UvZOVedPvd5MWYn3TCJC46LIeeFGETfvHHE7Zfn1N7y4XKPh+/dJLrSNBOPSjx/+t7LfO/8c7g0YA9yfvXeJ+xEGwamom4tSsGsn/OtvYdbTfJRPWHeZOzFa4amxAVB3lXe8jSfsJNsKFzEukm24S+pkU1OGySO+nmH6HhWTEh0y1Ut0eE28mQdO1lCSRw3BwvGUUnfVmzahMobTvIRiW0llEF55kXKyXrA8WpIbD+bIgMAE/jtV/6Kf/P8AUUV444TbCuUhN6bV9x4sKRn6+3m573TA4paCtj4cUy88sTLhr0fKlanGdEm0Dt3JBciyfGxfFbXdxXZmaLdGWBWFdXNAdGyxkdGJkK1w2xqlPPoosENEuHbny0IaQIhMP/yHkxqTnJJeDTGU+YxzTJhHWXs7S8JQfBPe7/1CV/IFp0HQLp9w0HB2Zd2OPyTnGYofop4UePSpAs1ks6ySzufSscpB6SQyjxxv8ZaR5nH+FQ2DaHj1l/8Muhhgy8semMYfCrPG1vKZDIo6L+bEEJCH7YBJz84u80sE3rIK7NzdpKcf/W9N9HTml9/+UMy03BRD/jOP/8Ks+eBeOkxTSA9b4hPVqRPwEU7aKcxpaLyGX7UUiQt+Sbh+5/e3U5GqnWCTcWY99rNE/718ascnUwkBlgHkleX/Gev/AWP8l2+e3KP37nzE9Iu4v43b73H7x+9xodPDqQgNYFsUn52G7xhQ11axjsF66YvRrfc0Npuk6eBAHUREWrDZdlFM0ceE3ts1NIqK8Q3HYjSlpf2RKr1cLHL+tkIM+1wnrXZco6bnyq4sJ55OeCh9hgdqFJL3kTbjUrwomMOVxFtT56HugWfBtq+Q7Uau+xSdp1In9wyQp13fD+tpJCPAuosEWmDDqx8xvmoz362YmBrGm8wKnCSD8EpQlcvXJUj1nnCZFjwub0T8jbm4emuyKdUoK0MZmFYzaesdMDv1Rjr6Sc16zLBOU00rciymqq2VKuEzXFfZCipwyVSEG9uKIo3C/xGOr3FfYVeG8KshosYBg4dS6d7Nsq79VIxGhbC/L7efBohYASNwByssKp1v0GpQLFK0YXeNj1Hs2scncgttAo06xiVOPRJAgsLIyev3Q0QfOIlDfFvcKv9QhTJIShu9+Y8XO6SrxOSj1Ju/FlN+nRJiC3tIJaF9GoDkSWZ9kQ/HGvanqEeauqBohobGe0tvXR3fZBxnxfKQzkTpvryviZYTT3x6ErRThyYQHxqyY4V6YXDFo5g1FabDF3IiQ9sDuUmNlV4QcSoAQXljiK9CBIIMpT3rZpujNIlBmZHG7IjaCaphJ60gXoi+t7Q3QB0RtzJ3Tmznoy950VGsC17vQ26t+bZaiyYlqjl1p0Lcdiue5w9m4iOaeDw+wWVgvaoh10LMkk3YMqAzbsF3CjmDyJsGcguPCavCYd7+NSiBin6bC4nYDYhxBEhMvjU4tMOsRJkE3Gdmmjz5oWRMYhx4SCT5K6+qWm9Jm9jjqsRiXZs2piLoke5SkhLRXLVEBKLXhXopmX11j628PhIsbxnGD6Vbny0caJd7Gmq0c/OPfy3fRw1EwZGiqWervnz1ctc1j0uqx7zMkOpwCiuSGxL0Yqk4tXdc86LPp+e7PDI7bIzW/Py9JxVm2wf7JrA0FYsG9EFa+W5bPsSRpJLGMmjqx1e3z3la+NPcCg8ioGq6KU1YysPXx80WonpxJ5FoqvcsSQLhy0UTd90U5RA8XLFjXTBZSOBGYfpks9lRzg0I11sTWYNgo9rguUgXjK0Jad6SKxberbmRrpg4bKt+e64GqOVdH6jnmhxW2+4mS3ZSXJWbcKyTvnu6T1CUMyynN/5+g8YmIqPNnv88PEdeCIypDBqaDYx3/39z/O95k2qHcfwzpLXdk+5mYlQ/0k5YyfadJIevcWw5T6mcBGb9kVRPItzjApU7lpq4UlMy9CW7MUN6zbZ4vo0gYvQp2glZrwyInfJ24hHVzu8PDtHKy+bEzzffvw5iiImSRqaxvCr9z5hr79hluS03cYib+Kf8x0rh40cP7q4zWqd0S5jBieaW7/9Kd/afch+tGTtUhyK15Mj/iJ/iauqx6kKlMshyZUiPzBsDjMGR46bfzCnuNEnWEU9johXDfk0YnVXY3OopnD0rT7B9Dt5cCUqTwAAIABJREFUXMzmjifogCk04w8hu/Db1FFTB/xdwRSawrN4oBmMCs7XfbxXtK0Upypx3D684rdvvMt/f/Fr3HvriIGtuqlFxEeXu1jjscZj/s45D98YYo6tjF1dxM0/bLCVND6yhxf4cY/1/QHN4Qv5luq1GOtlnF1FGOuxsaOpLL1JQVnEkDrh8HZ0guUbzXbsPXpPTKvKSTPF/dTlzr+zz7IPxf2a5KUjfvzdV5h8DM0gw7+sGNmCf/wH32T6JJBeeUwdMJWgNSVgqWX6l3OyWwOW9yJMo6mqiDKLubU353zVpyojklRS1bJexeqqx4dH+7jayDi61MQLxZdvPOHd1Q3aoPnl/Sf84dkr/NPP/e80OP7TD/5j7o8vuT++5DBdMjDCWf9vo88gUEQHWEf4Xsvloo8qDYwb+XMVS5iEhvJmI+FWtYZSjJIkDu8ULRaUFMevHJ5xo1s3Hi53efJ0B2KPW0eoQcNgLIFbAKUJtCvBlUX9hqaIuDwZgYIzJfpY6b5277URMkmwsim63lOoWkvt0QtSJCcOjmST6vqekPotli6eVbjWwNqC0wSneP/jGzzbGTPKSk4uR53nR6EKQxjJNZntrghBcTkfcHE54HBvwZdvP2VeZeRNzKaOaKeGPE9olzFqHuGC4vQ0JczE1Nib5phu7TOpwwxqMdLVEYsvA6WReOpVJNel0UTjikZHqGUE4wbbxUKnWc04Kamv191+ThK1bJKWzSITw6ENtAOP2hjKOhN0Y9Yy6JcMexXn+UTY7kknA91YzKghnKQ0HSpu/w9imaIbsKXm7IuSLVGPXmxU0ouffXP3C1EkKxX4o6cPKB6OGD7V9I88Jm9RufDyrPfbBD6aFrOu8IklGDGFKQ9RIfOIeiiFlG4hvezGFEa6zvXMY0pF25fgC10qwt2CSHuauRSsPpb0J7tpxMXZ+o6Y4dGNoRlE2Cow/P4p7d6Q6Nklze0dyr2YeqBRTpEsxCDSjAzeWnQbMIUnWIXdOImURD4wLjXEzzZE5zl+EOMjgykaXBZx8rWM4DUH2Wp7rq71qlY7dnobiZTVnsP+kqPNCK0Do/21ECvqiPUiE7h44gmHJS5yrJYp+iqid6S3+uVgBae0vGNY3Z4SrQLx2tM7rSX2fp0Teom4xjuyh2oDrm8Ebzg00g2PZXxvi5agFPVAM9qR92+VZ9GknObDLZ7n8Xoq6X9VjJ5b4jmYTYMqu/O/7go9K116U3Y3ehOw60a0hZXGFIbP4qiDpfGGl9NTduya42YsSDAjxsRh0nUa6eKrI4fvTF6xadnvrcjbmOfLEX/+8D42bnmwf8FuKkzwSDs+XOzx9ukNvngg0oXMNHL9bc3XH3zCS8npFpvmg2Zs5JxNui5zpBwbn/Dt+RvSPf7Nc7yCo2UPHmfEC0V6GWj6ips3zihczCfrGY03jOOCW8kVuUtYu5SernEoTusR87bHLNpwEC25rS+5Ec9Zu5QmMUzthiYYmk4S8nrvmJ6uuq53wqpJ8SjuZzIyvKgHlG3EvdEVeRszLzP+/PQemyomti1v3X7GG28cc9n0+eH5Lc7e2cMUiuJ2S7abs16l/OS9V3i3hualkrfuPmc6EQzfwIqZ8qLpb2UV13HZR8WYqrUM43KbknidcKkJHLUjbqdz1i7hvOqTmoZRLLG940hoG/Mm4zQfslxlTA8L7qRXJLoh1Q1p1LJZpTRKEIjrRmQpu8l10prbFuA/76OtDU/f38cUmmylWN9/oY3eMWtGWjbn14ZRrSQq1pSK4WNH77hCNY7lK32Of22CqQKzd3OqnYQ2s5LithvYeRvOvupJjw3tW2vc8x5+6NArg9mvMB/2IASKXY2LhVMsI2mRv3lryO83zIzjP7z3Y/6XD7/Cn/zaf8f/uXmJ71y+wSfLGf/jT77BeCxmrY/mu+RVzLhXYHSgaQ1aC5f17s0LLsY9NouMLz14zHuvHxB+MiKew+bvH+ITz+zHmtfvHXNvICEv2b2GB4Nzam/5vb98U+QKViQp/Z2aprY0eUQyrEjiluXzIarSDD82rO95lm80ZDsF5SZm+scJOpXf0RZgikC8ApvHPPnoHqMrMU6i4I8+fpm96Yr0RJPOXSddgzYTiWHx0pR4XqEqR7Ru6Z0ZfCRhTvU9+be/9dJ7/N5Hb1CsZMrTxgZqTesVtAo9aOh/kJGdha1MAGAvXvO9/C5VkHtiluTbxNCerreb+FR/BkVyEHMWQdHkEl4RnBaEWOJpxtf/TrrEQQeZCgeI0pZ7+5eCP1v1yZcpf/XxTd6LDkW3fDyBSgum7SxGjyvyh2N6Ly/I84TgJdU29BzNXM4pHeJs27G8DjUBVKO3ARezHysuvxQwG3nu+ghMCfV+i1pZshP5ej021GMt3GsN7UrW0PRKzPqr+x4mNevzPms3gM5Mp1aW0IXoAGI+DEgC3iriPB5gVOBsOcC1mr3pip3REqZQH5rtc3j1fAi5xaw169WIYAPKK7Iba4ZZxWKTUeURJnHsHiyw2nNmB9Rr2f21lUUnDl9pTORR3frWNJbLotclFsIwqUhtS9VYwSKGCFpNdmTI78l9Z/oNw36JUoG8iqRjrD3DfskorVjGfYx11J35UWWOoBMgYGppaqoAbT/gblYoHWjXES752euFX4giud1E8KcTxvNOl+uDcIcB5TzqckUYD8BoaFrUpkRFfenSeoHGm1oK4slD+dBWU0u+p2UkkAfqccDkClMpooUI5V0WYBkTSo0t5ecJfULhrUZfQ+6rptPhasrdiP5RRXVniqkczc0ZbWboPStQBxn1wNA/qrGLCuW7hSkztD3RzzY9DSqm6alOFx1wyYDh+wvMVY5xDuIIVbfM3rM8vjciOXwCwO3+nMYbzss+ro3RyAOgDJaH9S4+KOraEkWOWZYzSRWLpBYOsvZUreX8eIReWXzmyW/I+Q9JILqSIJNgEALIVNH2DPl+hvIp0XpKdtlKp3jTyKhUi17bp2br3PWxwiWgvOnSCxWrxyO+u0p56+5zjjdDFpuMg/EKpQKTTs+V2pbqpmWte2w+7TP8v6l7s2BLs/Q861lr/eOe95ny5JyVVV1zVVdXD5JoSS1jIyEbLuwbbjyACUwADnBgAgJdETYXXIAIIoiQQ+AbsAFHyDiMjGxhy6HJ3Wr13NVVXVWZlXOe+Zx99vhPa+Di+8/ObsKYFmqqzY7o6Kw8J8/Ze/9rr/9b7/d+z/tu0XoYo/WQo2oHAuqeRuWQzDWq8USL5vsU/4/zEeH4dPcBfV2wCum6CCtcTOUi8qhhXos6XLqYzDRkpibVFt1yfDtRzWd3H5NfbVi6hA/Pt3k8GdFJG17f2qeXVOx05vzk6C5/tPMhv7p4nS9Onqd0goGbu5zjMFjHUjchwqHkZ+sKFxQT2+Xuncuonqe2opi6RhOGDrfr8A9SgoLXN/aZ2ZTMNGu/7DemN9Y3yNRYHiw2OCtk+Keb1PzY5oO1L3pqc4ZRwcJlDE3BQXvHurj5auW5nEzX1pCmtTJE2rGZLtlKFxQuZp5mnFZdlkkih6s659efvEJRx/Tzkjc/9xGJcTyej9j/cJv0zEhn6PaSRMG3v3OL757dxqcQ357zE9cesJUuMHjObYfKRSRGyB/eyOfDB8e0zunGNYsmJVaelU14MT/gbnmJzf6SS/GUR9UmlY/awlmGCG/0J8TGEWvHyiViM2mLbRN58RJ2auZNxrTMuNqZspEsMa0C9KN4KKvo3zcUO0EKtpXm8WREuiN7aEdXPG42uR6fcjk+58c2H/A/3/8x+qcKUwXqUYyuDKN3pxRXeywvRRx+titFrpcb0+CeCBe6UhTXLZxnxJXCVBGmVLgyF+W4gWThqQaacvOZwqa8iBrZRskrm0f8nYdv8srOIX9r/jKVj/nk4DGHRR8/SXGdio1kxR2/xaXBnINpn2KRSjzxKmon6ANxpyZKLe8d7PL21Sesto/ZTJdE2jFtcr6cvMDp3SscXxYl+zOXHrO0KadVB5V4uZ6VwfQazmcd4QubQF3G4lftOPJ+ySzqyu/r1VSPe2SnmnITiiuigiUTTaeAYkuwcvG8HTjqKVwM+Tc61LOcLATqnijnycKjrVjMou9Bj+paiuhkLnbD5TTFbHm+fnKdOHbUNmWwvWB22pWZnMhDDH4eM3+5IZiYb/79V3j7j79HaizHdQ+lAvdsxEjX7K8GLKqUXloRace7Z5d5c3OP6EcQqW6SFmtqlSTbpY5Qyb0GHXB9J4EccVuodi2cxxBJCz+PGrpRzfG8S9qtsU2EqwwHe2OxZCQelhHJc3O8V7iBYzHNGW8saJxhGWh9r+0TUsgg5gU5wzwbDjQLje0Gtr8mn5nRe+JRLzcU1UbApUDs0dMIbWUIPZlCdiodXuXkMBAVYo0LCkyhmHwyQvcaKYBrQ5RamgCUGmXbWibIQUj1GimkraHxmmsb0hn2QYSbeZ3x5HyIb7+28ULBZJWzWGQSzb2IwUO5SiiWqXQfcsvuxoyzRYdymUBQdEYFo6544SezDqoj3ZVg2tAV7bCuHVaNHJESb3waS6HsYo+vDPVYajlVa/wk5bySgx2x/L3u1kznHZLIcfP6CQ8fb8nQo5YBW5vRWljElpkdA0Ex7cf4viUa1Nj4/2ecZFPB5rsN5VhwbT5S6MpJkeQcKIU6n0vIhdHrgTFlPbr2BG2wkSI7d5K6V3vyw5rsRGG7htW2tNd8GogKRbXlJdKwjbRMJrJw8XK6R4G2HlV+z9R5a0twseL01YxsEhjcrSSGOdKoqqEedPGxLGyzf4IuB7hhLgpopbG5oelq2eBKaLsO2Fzhhhl61aCca4dKZPCl/5Hhneelmn154xCARZ0SgCyyxJFjetJHmUCvV5KlDctVyuPzEYO8bNvIRjzBAeJeTTiJJa0uDYTW99Ncq4lfLVnNU9RpQn6k1+FE4leFcks+LNqmxIuAacQLbmo53ISI9abddI0MNTaB/n1D9G7GR/3nWd5wMLDs+wHdvMK1g5pZ1PD6lX3ONros3r1M33tC3aCylHTqmN2IMDU0fUX6VDaL1aUUHwm95Ef1uPDcHrsBfV3QBEM3qqh8JEN5QTFOWzay8t/X4m9sSqIliCQ1UjRuxEt+8pIo72d1l7uzLc6WHV7bPiBTNb9T3ObV9Cmv7j7lG8UtLscTEuWIg6UMCZWP0coTtzHWHo0LgmzLn0aM7njOXxixuNms1Y7gFMkUVruB3XTGTjxjYrsc1f21VcO2xWyiLc5rGqfJY0ukPDObs3Ty+rqtaguQ6matkn643CFWnmv5ZM1jPq57lC6mH1VrksT3UjkSbUm7lkfLDXpxxY9tPuDNzmPuVpf43ZPneTjtkseWH//0h2ylC06qHu8e77K8OyRZaqptS7pVUBUxv/ObbxDP2njjF1a8euWAcbpqi2W3LlRTI5aYWGsKZ3ln7wrffnIVWxuu7U7Y7c6oXcQgKehFNV7Je/ZC5wi4QddUxNrR0RWHzZBPjI/5IGxjnSGJHF/YvsNBNSTVDYWL2YiXjKIfTVpkiAL6Z86wD4eEM4NuJH42U7ZNKMzZNAvKEHPYHnY6Gyua/hCXKjp7Fbq2lJd7uEyjHSRz2dvqoRLm7wsB1UByrqmDwm00qNsl7okcspQTdGXvaY3tGJqOwvYCLvOEuh1u6jsy4/m9B7fQKvDzL3wHh2ZFwtv5A/6nxWfRpWLxaECxG/P8+FQ+b8YTpZKu59qBO5M6unmNC4pilXJY9LnRm6BVYGlTzqscXWj69zSznjzH35i/hNYee5zDsMG1iCx/luJpaQRB/K5OydCQUmAGDd1uKWEsUaC43mAWhpB5zHmET2DytpWQj8Qz/EZCtArYDFGXC5mzqQcXwgPYiSY/C/ioZWYBZmWphwmmcKQa4pViecUQac+jdy+jS0VWKKr9EVyyqFrmRuJug21iXn3lMe/3LmE+ykm1pQmaCIfRgV+496d4ZXTA4+Mxz106RRO4N9/i6LzH75bPcVZ3PvZ166xGDes2EU+KRIyEe1xci9B1wrZGo4xfF7JNY3h8PmJVJsL9DUrCcyMviLgAqjYEHajrCLdqo6SD4mxfopGzQUXlFaGRznFIQztc/j3kjICsA8AlgdM3FCGG/j1FfOqZ35LQGduV56uvrZh1U+KZaYtjCT+LFgpFm0wpKGWSRRCSw0jjYyR6ORJLp3JtGAmsFeUwTYg2KpQK1NZQ6Yj90yEhKE66XXb6C3aHc47mPeaVCHu7/TnTpOHw0Ya8jtC+V4UBp/DLmL2zHSFeeEW6WTDuFhxPe9SrGKUD3WHBMC8JwPGkz2qSU7ThInFiWRQpUSSA0yhy+ERR5wobgNiTbhUoFejlojjPy5TlKsWYgD1OOVjG6Fx4zTptk4y1o9qISeYBH8mM1/RFGboMmYfKYGE9rPmDPP65KJIJbaR0Lb4dHylcHhEpBXH8jKRwkSnoPWa6JGQJqpGTtc0N6aRCF8+G/AiBONJkB4ZqOGR1GcotT8gc8WmEKQy2E7B5QNcK42gDOtrfpWkz1C0Eg8uidczucldTbEkEa7QKVKMR5UgTLyTBz1wWsLeqHEopXD/CJ4ruQYVZWVZXcooNQ1wE6q7i5M0cbXN0A+P3l5iTOWkIDLqGJ3sjAD65tUduCg7jPnvnA5o6IstrAX1XhqVOccsY05FWf6w9WSTUhNpG2BYIn50pKcyzQH3F0b+0YLnIWO33CDqQXFvCLY8Dikd9uZEda7AtHq9VdG1QXKQMxgtRN+IioOuArr0I/12Z7A1KQlDUQ8P8E4He5px+WjNMChZNKspkDqfLDlGqUM5DJ5NwEy0+IpfC8L6jHGrmt0R9WV7zDD8w+PhHo8ZZNMvWd3vBEV7adD2ccPHoxRXWG6K2ve5RXErnLCNJyNuIlwyjFSuX4ttkvVG84u2Nxxx2B2wkS/6347eY1xn/yu473E4POar7rHzC1WSCwVO1ASOxcuvEuYvHg+Um6QTihefq71SsPkjQDooNTdOLSCeB+acqxtGSkVnR1RKvvPIJK5eQq4ZryQSH4qzT4fFkhHWGykZ8tbpOUQsh4rXtg7WqfNQM1h7mQVQxsymTpkPPCBptI1mtbRcg9oajqk/X1PRjOeCdNznjdMXSJnRMzd3qEqlu+IVb/zsP6i3eWV3no8UW70yurH//S899i9Omy5PViG8/uYo6lI1/9YmKKHXYMuK9L95G1wofB8KtgtuXTrjRm6zfLx8U+8UAf79L77EUfEfjXdznFK+ODyXtsC3q98rR+vX4oGRgsBlReqH1jPKSSHk+vfGIg2rIF/dv8elLT1haWTdfOb7x/+0i/b97aIiMJ7uypKj6+CSQRo4T2+PMioq68gmZbujomhfzA/7dVyb8Nf1THJshw16HzolluROx2lUUVx2h4ySNLPLsbM44vLtFspSumc882eOE8rLCANFSUkOVDzR9I5ShBJKJAmUoLnloD1lpLJ7uep7wX/zqnxRr3KWKrc23Wa5SdKXY+Qp884M3mL3gufXGHpcHMx7UGzS1YXxlSi+teXIgaMAXNk5Y9lP2532O5j2qKuKnbt3jevecB1c3WLgurk34GmwsSSLHaRURCgkCUV2LWcgAdzNQ+LbwdRsBrKZYJfjSMKu6kjRWaFhq4qWi6Hr09SX2NBcl1MoeOn294aVP7HFnb4dimrDxTb2mMHUOBCnqE8X0trD8gzLEi5j8xEtLOVVUY0W5FXC7NXvnA3zm8RedvQgp5FqHRDOToap371wTHNpY9iWjxHpRNhHHrsudp2/y+s09NtMl7092+NTWU+4+2uHNq3vc+1F0QRQEr4h6DbZsOwSNFrawCVIcB+Smc1G3jmvCLMZNE+aAMR5ntRTapkVHXBRO/QY1iyWrwCnSYUM5TyH29McrqioW5bZoMW0X/+7i/1Mpqik13kh32g8s8bCiuhqYTjL0Atl/cg+1pqlTMIFmw+JSQzIRrvLqBY/PPMP3IzqHrTLuYXDfr+lcZ68bbFfi10PqpXAEwkz2lxBJmuJotCS096V+T6Kmb44nnBYdnNdYa5janCxpOLZd0tgSj0qyr/RIzgPnrya4kZUgnNQSDcVKGA4zqknG3lGHaLMEq8nGUiAfTfrYxhAllivXztbIztNFh9W0pWdcHCqsHDrimaYZwrArdq/DJ+M1ehHA9xo2n5twctwX2kjr/w5Wo1YGU0I51sTLwORVEepG72vOX5HPmu3D5jcMj37A5fbPRZHsE5i8FMlAWRHIJoHovII4AutAi3ocjJY/u9YGUVRo69BZRLpqxJphPVQ1almA1ijn8FtjklmgHiuiQlHuemzfi68pCngvKopy4hNSTk6GIYlaldgQUoPtGuq+Wk/OBv2sqK/7ak21cLmmuNYVFu2sIVrURKlYEqJJgZ4XxP2EpisevGQRhLyRyHModjO6hexk2oa1Sf2w7BMph/WacbfgLHRwThb/fJFjGyMxpE8z5ialvjVnsycq1aqKLzCl0g4NkB8rkllCOY7lbc0D/ZuSeb9cZrjSkFxecW3zHK0CHz3eQZ/GxLMW79ZceAfFzwqKasR6+EYK5/YiK/m77CSQHxu82eTJ64FHW/Ua8n7W7eEqw2YRcFsDVOOwvYTO3TM69zUhNlQ7XY7eTqg3LPVYoStRsOJl+FjX7MVDE9iJ5mSqoQ6GR/UmS5dQO8GIXQwpLBophiVAxFG4eI18k7a7FLkXg24X0aoLl2KD5rzJudk5Y3O45E6xw998+Fkap3lre49xtCRTDWV49nFugmHuM0ZmxdR1eHw+Ij/2UpB0IpKZtGfTiZAtzl9I2Nqcs3IpZwjBYiuar33N565DXxd0dc29eJtuVjOZdgndEmsTQlD0OyXndc4glpAU0w4gAutBKtvSEozyXI0nTE2HR8WYo6rHg+kGx0cDPv3CQ0bxiq6paLwRawqBF7N9ntSbrHxCguNqPCHpOn689xEOxZfnz3NYDfjNo0+glUD9v3D7LsVNKeAfzDZ4en+L7FACfmwvYMcWFjH3Hl/nUXEDApTXGkY7Em+bTCUsRzeKeKY4++Iuv/1aj59/4T0uJ1NWSbImgRyWfXpRxVnTJdGWw2LAtc45/TbgRa6L5tpwyrztIqTa8vL4iN//mNctALVi8sGGMEfTQBg0/NEbH9IzpXQkWmSj1uLTvsAQ/nsv/Ra/tvEGH/rbEpYE1KPA+OaEP3btQ+F9q8C8yTiINsmPFNmpp9pSVNsiUPg04JNAdiZdKpu2tJVSrB/xIhAVmqYHxU1HbSOJ+u1YrNWoWlSts/Me5kFG56li8NGCwd1A56jLk9VV0tfOGfdX1NYwyOQaXLl0jms5y+NsRR41HBddChPz1YPr/OyN93nr6lP2hkOeHos4MTuVQjdYjcod6tSgVgkhCjRXK8zTjOwwovcksLiWUr1e4FYROrf40uArgx9a8kcxUQnZXkRlc5IzTb3pibcL7H4H37PcebojymjHMvmCYMrUIqL3wJBMA9VYhArdIEWRaQfRW5tcei4x1uo8ZlVp0o1CGq8jTZpanh+dc/drN1ALGW4zhaK+WaFPYvx2TdGiOSdVh59reeb6uhxef/vOC0SJ4/+YvEycWTJjfzRWIQfqNJGaNJMI5IsALqVEfb9QUXEKlQg1wYxkGM1NExg0ct8BiDxZr8ZdRFB7jVfQ7ZfoQWA+y4nb5MLFeYf+aEVVR5A6sV1cFHAXxXZlWoysHGZQAVVrmmWCjbx0IfqOUOpnBfX32DXMbkE5iKHSmFFNBBQ7hnihSKce38ICVJsCmR8oZuNIOoNeESZtcZwE+d2VRhUJ57OYYAITHXjlxadUHZnB+NTmU758eFP273lOGlu6Sc3eZIg9zYUD3mKFdeJkTa4imtKgvCKMGvJ+hbVa6BKVpjjqsF/E+NpgcsvmUGZszpYd6lruibuXJ2SRdCb3Toe4VSRxLBqiheHk3W1JRvRyCI0WGtuXQ/PZpMv1K2fUznC4PyJMEkwjBfb8eUcw4kMPmUcVmuknpED2SYDMU/c/BruFUuo68D8Al5Cl8cshhP9GKfWfAf8WcNx+6y+EEH7tn/WzTAXZccB2hVvZdMENEvRco3w7sOc9yjlCmohn2TpJhisqzOp7xoVDIHRSUSKtWDWEtQvRAmwPdKGJlgrtFE1PWjHltlgx0jMZ3CMECEEGIfKIoBXlSCwQFyefYBSmVVeDloLRVK3M3waP2I7GRxlR4UmmFtdNCWmM7Zh1UXzhg04W8lpNGVr+cJAhjfYGO69TamdYlClv7OyTxw3zKqVqpO0k1wV8EvA9S1NHzMuUflYRGS+WvJXg4MqdQNOntU+0r6FvWZx3MAcJUaVwlxucNdx7sCMZ9jrQf+GcS/05p6suJ0+H4BTxuSGZPuNF6xaNZ7sXyTvgUrVW4aNCVOXBXcXcptihE5/QeQKpxzTI9V5VxHWbLLUqUUphBhnZsUI3kbTO40A10uRHP3iR/MNcuwBPmzGb0YJ/PH2F33zyApf7EgTgUVhv6MXVumD2QVF7Q+kixklBbDxb8QKAst2JMt2wCsL1PS57fOvhNXwR8elX7pP2LNezM570Ruzmc47KHv/o+BXeHD5lJ5mBhsrHdHRFEyL26jFPqjHzOyPydj0GJYe5xiiiUli0xbbiMxuHnDbdtQJtlGfpEzx6PRi438TsFUOWZYLWnqqK0Towag9jnagm1zWDqORycs5RI90WrQK1kyHH/XLIpM4FtWYsqRYWK0O4NTxbHw4GUbkeepzblLvlLh7FXjXi18MbbMVzrsYTlj7lw3KXp+WIHx/d49+49JgH9Ta/N3ueR4sxtTd045pbgzPe+owMPxYu5pvHVzi/s0HvsbRZmy5Um7KpFt/coLMvgSuLq4rV8zU6deTdmo1OwbfOrhJvyjDb/eUmO+mC8zLHtkzxF/rHXOuc040qNpMFPVOStZzrTlS3hwjxeb/a2/vRrN3E4zc9o5OVAAAgAElEQVQbmEeEXG7Wv/HoRf7NF79IPyq5Ek+4q3fRyvPhapdRtGInmbEdzfm57Xf57id2Kdt2ux1aprMu95ebbKXSjTCxJ99eMX2pS+d3FJ2nmtUVT36saHqKphtIK2j6sv80XSUYShuIqsDorqXua8qtCDfSwroFVpFbY6yc1bgEegduneiXHzdsvpNQ3x9xdhOS16fUztKJpasWgqKwMVvZgoNqICqa13gv6MTaGZ6+ewm9Kwxpj6S8qaUhv1qwqqTljAqoaUKzYYkWMbPbimrHEWqNir2ktClQsUdngWrTEKaaYAL5UxlGRIG/38VvN6RPY5rbThTpvGVTt+SG+WsOk1ncMm4Rc5p4FlhdVuv7T1RANZL/jmcKdRajH0i6m+0FXIB7VUR8a0F5lmHmhupaQ+eDFJcH3H7KzmtzbDD0o4r9csgolvd8bzmk06u4MpjxdDpkedzhW4dXnuEaPs51C0JfaGObaRS+kBjigEKbQFABpcFdeBq9kmvYWi/cXIb+ST00+lmBHBTeKfRKs3zcF9tGpWHDEpxGTWJmtSAr40FFY/X3KNHI9U4dOva485aCVbQ/u5Fro1SQ2qVlBAcCOEnFDRHYKoMooDoOt4xRtSadq/XgpmrdI3V7fxU1W+w9bpYQeiKqKR1IuzVVERPmMXpcibUhdjydDhl3Ch7PhhwXXWprGOYl3bymqGNJhY0tlRfh0sfgOh7lW9vSeYx2MPjkKSeHA4pJjl4azHZFd2vJcpXK02o0YZZxeJrKHmM1ZlCzPRZL4fkql06Q9iSjUvzJWxEhKMpZCnXrsVZgB57+1ZnEpvdWlFascmgRMYKBatPJoGHXyiBno2FlJFHTSveq7ijmL/3gA6d/GCXZAn85hPB1pVQf+JpS6h+2X/uvQwj/5Q/6g3Tt8bEonABlpLBPDWbcQy8rUYVVi7ypWjRPCIRuR9Tkk6moy7AuqEkS3O6Yclvifuc3FbYnN4UotdTLmHRPVNFoBcWlQNP32ExxWuYMHjZESwsa6oG8TS5V6LYIVF68RihwqDWjOV54oWNMK0Jq8Kmh6UqRrUIgOlvieynKBdKZlwjrRC6wt4ps4sgfnuOGOc0goRoq9J68hgeLS9Ka6zj+yf6LAh1fRITUkwwqQajY1uBuAklqyZKG2hki4wQQ7uRQkp4qltcdptTYXoDNCuW0tLEKxeB+wD6NmN+KIAkoq0g+MeP8tMf5/kCK60HD9Z2JpMJN+jSzVE7uVpHvGaKVTKerNpxl7ZaJn23m+RHUlSGc5pg0wNIwv6kIekBU9DHNxcYgi9zminoM5eUGM4voPtEkU7lZ/CjW7rnt8I3FTX5+/C3+/Obv8seG7/KrZ5/isOyjCXSiGtsGSmTGEmtH4w3HhZAotrMFc5eRaUnP6xuJCn9Ub/BgvsFrowM6z9/n+e4xsXK8nj/h3HWItOfBYoN///pvAPAPp6/xN+9/jiSyfOHSXYZRQeljjPKc1R18Gig3NNoq8d5XoW3lCiKxHgY2EolfHkfLtWpYhgTT+psz1XDi+uKz7q04X+aEoHBOs6oSrg6nvNI/QLc9zqnL2atG6/fqpzfvkOqGhcv46w9+guA1L105ZDtbkGvHVrokUo6eEdWv8lGLDazY6C15KdvncbPBm93HlCHmViL31b3m0tobPrFd7lS7OMSu8vmrd7idHPGr55/io8UW92cb9JOKq50pP7H7kPzqHbQKnFQ93ptc4uDxBvnDmPjCJtzScaKTGFMlRCc5s3QICn7l9iU++8ZHvNbfZxit2EwWaIIUwrqmYyp80DTBrANMUm1JtGUUF+wmM/qmZL8e8gd4/NDWbjetYR4RzbWcgUvFwnb5pfqn2R4u+Jcuv89WPGc7mrHRX3Boh1yJJ5y7LrFy/Guvfo0HtwRFuJMt6EclhYs5KAd8/fgat4enVI8l3vf8eQ2fmeIPeugGRnc8+/+iY54bshMtQU+rQHYmmDNde/IH54SXN9C1QetAJxGPu9ESlOO8ZrVKcUmgGGvMzSHz6xHzW5CeK3pPPBvvwbQewecP6MclqyamtIaqyZmV6Rrttd1bcimf84+//iq9exE3v1nx+GdzuWYl2I7sgdW9AWkB/Qdw+jMVwQTMJBaC0tCjC4W3MWHQiF3DK6LY0cwTNFA9V5F9lMr0fixIRu2ARpNOFN54mpElOo2J5xHqrSmro65M7R9kMG7wXZi/JR04PZOWfzxT5EdQbKvWlgEkwoMNQHom8cLmtAsB+oV09ea3EhmUAtIzxa9/9Aqq9VTXZYTSECcWrT2r0w4f3RtInHkcWGaZcKI/5nVLUBL0oYP8z2qZrWmtE6rX4J0hhIDOnLB3A2KhyB2qI5Sh9aNlGrvaoM5jKYxVIL+6oNjvEVJPM0+Jug1uDDry6KcZfm6g70Q51kEG8CJPCIo4drhWONOt3VDb9tq0wWXKgw9gUocDXCLzQaotDEOjifsV9kSSLV0qP0N51jaS1RVF/XIBs1jSMxvF+Ops/dLOHo9EUY2DFNyJw3tFXUlNU9URZR2zmmXMDnsko4pBt2S6ylkedYmW0uFZXgezMCLQeymYvVPU9kL58sSziPxujs1y3Ms1WE1/d85qlWK0p1mJyhyOMg6PM7FmtX7v4XhJZDzWaVGkC0HKqa6lPyiIjHST5rMcdZbwNOmIHdaISu82mu9z5BKkQG8vL9Fc3nuXtYOuy4+BbhFC2Af22z/PlVLfBa7+v/lZ1UhTbCvipbTblIeodKjaSjSx81IcawXOQyQQejVbyp8BInkpoaohePy4x/J6h8UViamOl6JYmIOEcMMRncQoJ+D8ZhAIuyVKgz9KWe1qICadRWulreprml5bDJdhncxHgGoDstMgASOZJiocPouoxwnKCQ7OpQZVezAaPS8xowyfKvoPa3yiqcYR0cqTHq5Y3RqxuBah65YY0U7pEgX0sJaLX8gHWllwWqFU4KXb+xzO+4C06wd5yTAtWTUJRZ3T6ECx6+l+XVHsyOnMZe2x1GlCpVGlsKZdIgVpMhM7iW4gfHVIlgKvzYljy3KR8fDejrS7Ukc6KvFe8erlQ8rXIj748CrpkRFVQ4Tx9QdcW6CRgjk9E++YCtJFCAamz0sBZ0TMWfuvfCILffROvG4/nr0e8PkPjgf/Ya7dZZNwPRNUlFaBc9dBK88oWbGyCVoFEu1kmE55Iu1ItMVnoihX3nBcS8HcbdvyC5fyZDni4f4mpY2YFxnf1pd5c2efk6bHvzx8h//o6j9gU1fUQfP16jovdQ4Y31jxzek1fuWDt0hTy2s7B7zUO+SV3gGf/iMP+danr/P1vWu4D/p0HyvyU8/gW4cc/cxlopsLUm0ZRgUGz8qnzN0Qj2IcLenrAoemb0oS40iM47VLB9Qu4ul8SB433OqdcVz3+WC6w9XuOW/1n9C0So4NmjPbJdMNTTC8uHtMYWN6ccWrvT0+XO7yW/efXxfOl7I5/VgODOdNh+1kzrHtcyWe8M3lTWLt+Kq9zc30hKN6wAfzS0TKrVFlJy3u7Z3lNeYu5/P9O/yJ4bf4+7M3ebwac2++yclCvufqcMrlfMant57A1hOqT0YULuZL954j/ignRIF4qXBpYP5cwOee+NyQ70V8c/oi365eWq+H6pKld2nBcxtnrdVCkvpWPiHVDT4oNpIVPVOx8gkPy411Kt/HvXar44zswND0AzhRWXwinatVHfPRaosmNxw1AxpveG92mZNBnxezAzLdsBXP8blqh70MmW44qvpMqg6LMuVu2MLsFuS/18UnUL8/IIwd569apo1GFYbNbyqqMRz9lGXjKxHHn4bOnmHzuw1oRe/9M3byLc6KAXs3Mkzi6HVL3tjZ4/nOCX/34RucH2ckS7G5La9Bs+EI2qAbTdpiQKernOv9c5nfcoY3dvZZ2ZjDVZ/GGW70JvzW115l9J7h0u/PcZ1ove+aUvZ9hRz6dS2qXlhFXLpxxknep9nLpL09qmWgSwfSTk15nNOsYjoPYoqrDnOUSPz3UuMij08CnT1NtIjwF3djLdG6QSvcdweYLOA7Fp971CoCq0ifxpgSlp+oUbGn1jGLn19RrSQ8o3M/FoSelQ6JcvI6LvZPgmK1KwVXMlFEK4hXgeGv5LhUUY41KVJgXIhX0Thw+a0DOnHN/mzA/OFwXax9nOuWNvzDWS1qcXuPwIIqNdZE6KRNZGsPVCZ1uL5CGSEqOKcFWGXk++wsWWPicCLgFAc98ssLiid9Quqx00RUTasYfCQovvonl5SnufCJvUKnDm0c5Xkm3altC40imhkJ0DtWdA5g9rxYj3AKd0FvaC0bEsYlnQrvDCF3BCWD8JOXtHTeTyV8rLhqhZ8cBVQiNgPrnhWAyiqp0I0U4ExjGNf4ZcxsEdPfneO95ubVUx4fjamXCS6v6KQ1S2Qew6WQH8L0ZdtWnEDPkuQNzmv0NMIPxFfpYwnQ6b2fUG0G5qaHShw6CXRHBUWSSLy0DqiVIT6KcAnMzmPCqJHPTuLoj1d0kobaGhbLTKykIDSM62IjTSPLtMw4m3ZFtXdKOgM8a3ColUFXimbkhZMNxGfPosZ/kMcPxZOslLoFfAr4MvB54C8qpf4s8FXk9Dj5p/ybvwD8BQCzOaK4bgl7EYlSpJNWPWwcel6IMhwCoZvjOwk+MUSTFZycQ9MqzJEhjPooo6FucFlM05HNrd5QNAMZzrMjR3IvlxS6CuqBXFj9VNTa/Kz12gaoBoomN/jkWXGHEsKCjyBeytBeeiYFZbEDozsKVEy8kBau7Rh8LEQLnxpJkCst2d0j4q1Ba69QxOfl+r3xqWo3uIBrs9kBVKFxKiLp1zRB4UuDqjS60lTnGQ/VBlHk6GUVnbihG9fMqoxBWjJISz442CE/0Lg0kEzBp3pt9zAnKU1fkoqCEUVCeYhn8ppNLVHZi5uBywOxB3ivoVPjvaKYZpj7GQr4wOzQ75RcuXXCXrSB7UboSrUTulJs+CyQHWqi9mUHDaqR9zQoiIrvj/y+OIFfbPZ1X1BJ3shQofI/eKHxw1y78faAv/aVL/D5l+/yp3e+xIkd4IOEpWQti9cGjfeGQbrgrO6QGrtmHeemIVYSeziMpLVpveGt8RP+zNUvMXVdvru6zI/371KGhBuxpEKVIebdekgZYr5bXOG86fBm7zGPZmOaVYJrDMf9Ho/nI54bnPFHxu/zsxvf4afHH7J4OeOdxVV+++4LKH+J7X9yTDLf5OFf2iDrNcx9xlE9YL8aopHio4lEDY2V4/X+Hj5cpXYRWnm2uwtBygXFvMmYVyllFuNQ5EYUXh+0JNu5lFg5/oWNexw1fZY2pfERkzrHvNejHnnON3J8UCzb1IXaie3kxvYpx3bArexkHWzyneIaM5tx93iLyyNRUDJV83r+hFPbowwxmWrW75nB049LfEehVVh/Rn5r7xPknYpP7T7hRj7hvdkunW7F+MfPuTU4FT+110yqDg+ebBEtI4kb1jIA22xYdNcSG89ynvGdxze5e3R77R2txgG7YelvL7gxOudq55xBVHI9m6xpIB/32jXjMdlZwFSKckdTDwMMGv70y18h1Q2Nj4i15df2X2fv96+ga8V7L+/yV95+yMisaIJhnxF/687b9PKKn736PhqZXcg/SKkKyIHZWxX5RynN0KOCEk+pE+vX6vKz/X76MwW9TkXv1YqHL2/QvbNNMgt0jj2De4plkaIdTK+lfJTW/PGNd/j6Z97j3979Cb79e5+k82RFd7sHrTffZuBb8cV+ZciXr3f5E5/9FoOoIG2HJfobJWe2y6NiLOu09V4qGy6S2tGVgl7ADmUALwzg6PMWVRoOH4/RHYtxoJYaPxSlMU7F7qb7Db6MqMaB7pU5q0VK9mFOPAd7kpDMIT/2VCNFuaHQH3ZRIw+XS6okJaRCLdC6jS/uNzCLqbYdoY0rTu5n1GNHOU25eu2Mp0835HNwEqiHInToOpBOA9VQhvsubHDKsrYblgGWlw1RIV8LBvDPBKDuU1jd3WWphcbaGaoLyuHHum6jrSG2urAYBknYW0WYfiNJiDIeg19F+IDgzwqD7ljpHKgg/OxJiss1abcWNbnjMGOHnyUkE015q41B7lt0LEOBrowIASavRcQzqE9zVCM36HhiaGitn60nVsJlvASWJR7bNZjKMPrQU5waZp+2oopfDBm2zz2YAI3GV0LuqN5YUZymKKdoEGFOTOht1LaHJG+o6mx9bvFey8EtbQeDgibZLajLWHzKGxXOaaoyYaIlLGfz0oJFkVLXEVvXzjmtxwzuyPD98LsCLlhdCditQBxbYuNYjhvUPMKlsLociOcKl8jnR1US/a23G66Nzsk2LXdOtoQtbmLqVBNNjajohdhiwyqiTBLKIpHrvIwIqWPj0qxlOEhoWlXFcsAICtWTwJ9+ryBPGhLjOJ73KLsxdhGvGdaqUeJr/gOs2z90kayU6gF/G/hLIYSZUuqXgL8qV5C/CvxXwJ//v/67EMIvA78MkF27HlABnwZso0gBbzR23EG5TFBvswI77nDyRo52sPlOIJqJGRzvCRtDKaQz8SPryqK82ChMoQiICpAeRiRT+WeLmx7X9XL68EjrKih0DdVQ5PnOYViDv5UHVYndwubgMin6olUgOw/MEwGA+0jR9AzRymNKj6m8MJ0D+NigIo3vJevXtZ6oC4Hm8oC6J6zQ3pNA05MMdBCOadPX1E4+VLpsMXYtL9J7iakepiU7+ZwPJzv004rCxlQ2YtgrmPa75MeQH8snsuk/uyY+EaKHzQOh107Fpi3UXAnnVOWWUVZQ2YhXdw742oMbDAcr9DiwWhmi7YJOVnG8N5LWUaNwHY8berGCXKybRtTlC/+y8gGXyUJ2KesbVFAQYtaqiGoJJBebu/i5f3Rrt/vi5fDiTSE63Kl2KX1M1XqPSycBEolpmZDKs5GsWLqEJmhi5fFBUwXNICoEh9fSIL509By/sv82rz23hw+KX//gX8VXhl/6wv9IHQz/+Yd/itoZPrfziN98/AJGe174xCG3R6ecnvUIQfFnrv0eAP/g9HX++wefZ7uz5Kc27zA0BW/3H9F/ueTXfvwz+GiL/KThcNUnNw2LOCXVdo1iW/mEzDdr+wbAc91TChev35NYOSofs5PNKfsR/agCYNz6FlJlOagHkrinHMNoRawt36qus3BCA2n6QbBkKjBI5PR0wdKsvWHlU1LdcCM+ZeYz7tXbAGzGS37i2gPhK7uMQztk6rqkuqGrK+Yux1lNokTx/FTvEXeKSwzjQhCJacSV7hStAmdVl3vTLdLI8qndJ2wnCx4XY7QK9OKKSEsRP53FhNSzfX0i/ux3B5hS2u6xg6YvFpZ4Lj5V+g0UEdW7Ix7MxjxuST5Byz4Cf/djX7vp7avh/Mdq+t9MiVZyeO0PC/7XB5+kceL5fXnriAdPtrjyLemIPd7KOLBD7lU7VCHi73zwJk0RU1cxs0sZkXaERrP5nviJp88LLq3cbROyVGD8nqHcUhTXG7LvxrhEYWaG/s6cxTJjttdH9xuWzzfUZxGLm5JOFi8l2TQ7Nuylm/wv+ecYmd/kZnbG13oKnxgGDy3FVkzTD1Q7Dl1q+vc16STQOTD89t1Ps3iz4s996ksc1gPeKa9QupjvfuMm/QeazXcrqs0Mm+v1nIfLAtFK4W07kAXiFTYBXRjMsJJB0Ms1o0HB9LyDbSKStKGYp6hEVMxXtg+ZDDo8+ei6FL6NcHFPX1dkp4ImNSsZEPVVjlbg+5bet1Oin5kxafq8fnOPu8dbFEcdIVVYTTP0hI4j6dfsnwzBKla3a6pxjOtZkjNDvemIzyRky3bbCqFVK4OGZKbR1cXiklWk2tqqHopgQTuobirWQRd/0CL5h7Jub14PeV/2h2KeSYs98bhZvO5Ihq79vlAPWv8vXsgW9SQTW2Kj8W0sslpExP0Ks+Go6o4Ud6VGtQl27GWoGNRGhc8VdaLEj2wlf4EAqmMJTknBF+Qeihf/cUCK1uW1gI9kTcZ5w8ZgKSEmVguez4hdEg/krdo8S+R69+WiqDbFjnm8vpajXsFRGYt4BSzPc3SpCbmVIUWvqKYZKvYQBZJMDnKuMszqDoPxiukixxhPkljOZx103XaBlQzHh5ZsZVJHVcXUKsKkDr+K1ui5eiAfnd5DxfmbHmU1dRHzwb3L3LxxQrlKCF6R9GrqRYLbtUSxxxaRoPicJs9rijIm6dToXkVdR0xnXfGSq3YuTAdMx9LtCGWjKmNmi5xz2xVfugcTO5KNgixp1taqTirCzcMfdM2GtYnjD/5QSsXA3wN+PYTwi/+Ur98C/l4I4fV/1s9Jn7sWdv+T/wCz0iRTLSe0MS0L8tkEZ4igGgXyY0V63n5Nib+yPSBCEG6ujxXlSFNuCWboQp28aNtLso0UhsoiCXyNQlesJ4VdHujsy6k7nYZ1QSZFnMLmwgW92Ex8LBuKcjJEES9bfrBW7URya9PgQpkOoBQukcLaxxc/X1ocKGEpF9fa1lEhBaeyat0aCknLhlSIHSNxdHslkfYsizZ/PXZkSYPWntn8GdfSWU0ozTN0jQqo1NMfSRSlUoEkcnTa6NHKRgxS2Zwab+hGNY+mI9JYhmIOZ336ecl2Z0ntDPuzAYtFhl9FcqIMoDclMYcHHbpP5ffqRt7DuAjYTF77xfthKnm/fSzvh/qe9+/iml9cv+/84n/4tRDCZz7Otdt7cTe8+d/+OV4aHfHRbAvrNZWNmM7zdY78hacqiRxlHVM10dr3Z7THeU0SWTpJw0YuRWXtDIOk5LnuKWd1lxe7B/yjw1f4uUvv8cn8IV9d3eZLZ7f56c07nDQ9fvfoeX728nd5MdvnYb3FpOnyVvchx3bAyicYAu8urvD7+zeo62hNLLn37atCbrg95/bWqTx/FxFpz6qJaZwhiyxpJMEbRSPP/+JhvSaLLdZpXLsJNU1EJ5M77sWGfYHESyK73qwAiirBGE8aN9Q2IjaOQVZhtKe0bdJUJDzm2hvyqFkH43gUJwtBFeVxwzApGSQFsfJrwkI3eobeG0QlS5eyncwpfcxJ1aMflyxtyqTO6cfynF1QzOqcwsbMagmIudydsZkuqX3E1w6uEb44pv/Q03SFbBMiGUa1mcJ2oekFbEdU2mbTogpDtFIyOFuw5njOnhfE06N/5z/+2Ndu+ty18Nyf/csoC6vnGvCK5MRgCkUzlJu03bDkGwX2bl86Y+10eTBtS7htT6MCalwzGBT0s4rH97fJn0YoC+W2J2w0wlgFevcjml6gutoQncb4KyVZXlN/NKCzp4iKwNknHcmZfH99VTCXapJIsTyTNrPqWZQO6KcZm98OZGeO1U7E9AWotwQqG5/L60mmrGkA1QiqbZk3uVABpdOlZB9atGi6tSQHyVTuObYj+361GXBdsU1cFEM+DeiNSoaVSiNMZAPmUkGzSNbqlUo9oTDoQtPZ16yuenzXQSQcV0CUyKo9/TslSWoqoJYRalTjVxF6ZfCpJx6XNPMUmhYn13MinCiepcApKeDUWQKbFSZq5wzymlvjCZfzKe+eXeZ03qVcJOv3u/tYr4WJtZ+WVqwP8PC/+0XKJ49/oOb1D2vddl+8HHb/yl/EzhJRUq2W8JBhu8a8WhdR69fehmyE+NnfraOju1bug21hqqwM0dm+I5obbN+hew3hLEU34EaW6ES85E3fCz62Eu5xuWtbqkJ7o7IKvTJS+CoIXUd8FOMN+E5L2GrVbrzMiyiv5Jon/vttAR50pded1TXnPg7PlFEtwt36PW2UdCCUCGBBB+nmeNahI6ZSbWquQzWaeCHd7XogwSxo8f2qRmEKhR3KL1PDmm6vZDHN0VEgSRuc09TT9NnztgrVEYIQHuKdgvosg8Tzwq1DnpyNxJqiAv2tJbFxzJcZ3glv3JVShLtaQyUR6iB1gLKyF7g8rIdXfSpCS+g4VNvR6XVKksixKFNi45jOOvhG8+hf/09/oD33D0O3UMBfB777vQteKXW59R8B/EngO/9PPyuJLRvXzzn/aANlBWPjY4XtiVcqOQ+t9UBa7eMPqnYYLFAPIoJRZEcVPjXMryXUPUmD0zUM7jtcqqhGev3h0LUUvPGCtZ1B+MjyddqiN149O0FfDESE1nDvUtbQ/KBpvcNtgd12XJQHo5+1tkJPuImiNovXK0TyQXOjBlXI88Y+K+bRgWguC2P8LutkQGFDSwR3PdRkZ4p4HvBRQtPLWW0ISmn0UIrPo89AfmsurZiLltN+SrRUVM+XfO6FB2wlS07qLjvpnFg5zpsOuWm4kp4zsR0Oq35rJZACJNKO2+NTpnXOtMzo56UMXNmIk1WHPGnYuSzWjIuCenLawytNpORmpRyYWhEtA84JDs+ceoJRFJuaaihFh8sDtuPXE8F4adcmM7lp/UHU5B/m2h3GJbeHJ3w02xJf+OiItwcPuVds89v7L/DK5gGjuODeQrjZX7j+ISuX0jEVQyPhI00wPK3GFE58q4fVAGLBxn35+BZPT0Z8c3CVson4G8vP8jf4LK4tPo+Lt3BeU9Qxf/v+Wyj1SZLIYbTnd9XzuKDoxXJyrr1MMNtUU9oIowI7Lx+TthHhIL7qi0LUKI9WgY101XKARQW+8KBeeKlf7B4A8N7iCrfyU2L1fzL3Jr2aZPl53+8MMb7jnfLenCtr7i72IDabTaEltUhRsmFLBuERAqyFN/bKX8BfwQtt7JV3hmADXog2BNmQKEuiRVEke6zumquyKofK4c7vFHOcc7z4x32zaRtg02xVdwCFi8rM+44nIp7z/J/BcdnnFC5hN5Jpz6pPKfqEkW0YGylbyUy3zXWeDOJzF7SAeuXZ9MJo70cbnjRzfnBxm+vZiklUszMUcPh9xefVDoWLyUy3fT7PiJvpQpJCXLwdr/ugeFrPmUflUCmdk+ievaTgKFlxPjjXD5M1qz7dlr88KWc8XO7iAzinqW56onS0X2YAACAASURBVJVi+rgnOx/Mt3rYuBrF+LHcwFb3FNmXNvwnL/+Q69GCLhj+ePUy/9fHr+Jry2ivpBwqg7/otWuto32zIv1JxvxHEYuvyPSt2feYo4pXj065f7JPU0X4/Y6vvfYYPbQQ3n9+gP0ox39pwxtHJxyma9ZDPvi7x0ey3mZ+2NgqfK8EzJUxza9uiCJHDqidavt68tcXtPcsTQDTG9S+oyli1CrCliJBi9ayic4fW4K22JqhgENRXrN0Y6FBVSfTNtXJfWDn447NDUt5KIy0rSzeQP26rLv4k5R2GsAgPzXb+0B/pyEkPZtKShJCa4jOLCH22FPD7ruOPtWsXtHUVsxJerch5C/KqFRpCONe3PqLiKhQtEcd5YHDRA5fxvydr/yYf/3sHst1jrWO//zN7/K7D7/Kcp1z++CSJ2dzXOSJkx47athc5mJQcgOrPeTjqgC+iaQuOZaSDbWISJ6ksnlrDPN5QWQ8N8ZL9pKSb08/5kujZ/yP979FnjZkUc9JPGEdy9pUY2FI9TIiXogJUPdqS1p8keu2bw1Z3mBGNYuLkUSkloZQWAGFiSd/EJE/l3Pw8i0puvKZHxIgIgFuywhTaZy3YiyP2ZJPPhKjpksGcHuRSFysBlUZ3NjjPMKuD8Z2bwJ2ZXCZR9VG5DBIRrKqB6Bca7qZ254XIskYDGcDcA9ICQkKdKnxV/c9L5vTeGFwqWyyo0LR7LstCFdOEa7Y88gTooHhTjyhV+iNJey02/QN5RVuv0GbAKUlRIE2f7GpMIXG7fQEPHq3wzlFKISxD5uI9bCp80tDlRv0xqKsnH/BBEIm14Bov8L1Bu80yV5Flkgyl/eKaNyyOytYlSmbZUacdXSLCD3qUMbjL2OI/CAtFZmsqRXRRnCUrQdDZARqqaiviXRDdSLpWLhcDJudflG0Yn/2EchfRG7xbeDvAT9RSv1o+LP/Bvi7SqmvI5D0AfBf/VkPpFTg7uySi3ROshCdWjcK9BPZuYNi/+2W5KTCLDb42YhgNcFqTGKwmxbTOC7fzLDVwM5aSJdyBrtEkSw84yctyYNzgjUSJdf1hMSiykbyl40WfXPd4HcmBKvxicUULfpyjbs2p9lN6CYGbxTxxtFnmnpHo1thtL0RA8TowQaz2LDNdwb6/Qn1YUIzMZINml9dxBV61NEXluRc085lYZlKGKrsWIDxzgdr9KKQ152nuGlKdhJx+UYilZefNOjO42PNxRsJoxNPetqifCColMtqijYyPlSdLDaXBWzSMzItXdBiKguaxDTMo5JVn3HejXhncYPRMG4GKcfITMf95T7tYBRIbU/Rxly6jP28pOhizgsBy01vuTVbkscdATjPR1SLFHqpCTdjRSxtmQSt6TJFn4rRxMeBfuLJr28ono9ksaeeLpGNlK5fxMt90WvXKM9XJk/45vQh75fXeefiOl3QPCvFzHYQbxjbht8+eJ+X4jMKn7DWKZFyzE1JpHou3Jh/uX6D2PQsm4zGWb518ICv7j3maTfnj7N73MoXXIvWNMHytJ6TmRYfNHuxbEISJeUWtY94UO7RB03rDDtxxV+df0SuGy768WDIkzSNi37E43KHa+l6G0MHcC1aUfp4m8pwGC2Zm4KFG3FkF9Qh4h9ffp3fe/9L/NorD4mU4x89+yqffnrIX//qB3TesGgzbuYCUgEabemN2aY9dMGQhJ5ct3gUT5o5Pmisdqw7Gdv33pCZjtN2wh89vUuxTvn1/YcYPBuXkJuWsam3gLcL8u+N8jg0d5Jzli5j2WdDzbRjbBumtua0ndB4SzPkMPug+azcI9GOG+mCp/VcRngDmH91csarkzMWXcZxNeHEeLo7iksVWJ2NSB/F6A6qI0+YtvQfJdvw//1xQaI75qZk4XIebXZI85YbN8741d3HvJV9zn/xC1i7u0nJZFyxvBETXvYkzwRYbCKFeX/EBxcpf+PX3qFyEYs24+3378o0qNLsvKcobsJL+xf85ONbPNwvmKQNl0XGKG1pF1NspWjnHj/t+ctfur/V4rugaL3lerJk1WcsOtGgvzY+4fNqh+N6wlk54qXZBR+eXUP9yQ67HzTEJ7IB2rw2o9ox7HxYYjYN/TTFrhuqm2OevWb5ync+JtaO1hs+Oj/A/pM58WXL7kVLtT+i3hdzlO4V6Scp9ZGjPnREC0n6GT0Sdjc5l+u2y2N2X19x59YlP356g+4iJloprn1Pkywazn4loZtC/ixw9x8VrF+ZcPJrqQCsnVamKTZIy14SSM4kC1avLOmdCu81etzwB09fxujAzrTkm4eP0AQuzyco6zkvhhr4cU1dxfiBbcR6jJXsWl9ZSRlIe7wCkzm09vL8Bw3VbEjZ+Syh+WSfxVsVVnvuX+zz/uUhL8/O2JQJ3SJFZT1hyLPVjUbNpMbe1DJt1Y1MG3zyM0+if27rFg3r56ITVHkvUXCRF6bcBMIqorzTU77iyXcq3OVQ2nIlyTBBJEE/FlbWNgL2z76m6fZ6iL0kRXlFNK+ldEWJrAIT0DuiYTbGE7wSU1kthFO0gfJIE67XhMK+cJCN+q05T2XSUhfKgb0egJvNelwnCVMq8oRVRIgGwDmS6YBqNN3EM3kgFeftzKM6xfjWimKdyhq4+kqCyE104vCD8c3nDn0Z4xIPUSD0gNP0PfJa6mEykjmCk+ej1kQ7Ddp4OmdFlx+JuRQvaRy60Tgb8KlEWam5yF3MUAnfeakRP7p5uS00aTrLwWxD2UYcP9lhfm3NeL8hBEWWdKxWGfmkweUd46xhUyU0Jzn9jn8x9WoU7cwLyZn57fQluhDicHPb43O/JdYA9LjDr15IBf+s4y+SbvEH/OlhwNXxZ2Yc/j+Pzhl++OFLTN+37HzUoFygnVkWr1jK6wI8qwNLfKnpD2e0sxgfaXykiFc90UWJHyWMn/aYRiqL40WDjwzNXrLV0kTnJSFP8alFuYCPEtQQHae6nmATcD0hTcB7XJbQziPULCLOI+zHT8nKXdTNCe3E4BLN8mVpeImGOuaoCtjKS76zl4yXkI9xs5TN7RRvRIdWHSlp+5s6zNpwMN/AfMPx/f3tyCXYsDVPAEO0XQRdL0UnRtNNrMgVPJi6R/Ue5TQ7Hyt8pLftg1fMdLRU2LVi9qln8brGfnnFnV2pZX1WzZhGNR7Fs2a2rRneuITE9jzdzBjFwkruJCXH7YTOa9ZVwjSvSUxPrS2bOiGPOrKoYxw3rFv5/dR0zNNKsoJzS/tsRIg9/m5Ft4pxmaEby+7YNDI96EfQjwKqUVQPJ6goyCgr9tjjWDTLBtzOz557+PNcu6WLeVjt83J2yqvZCfdunvJZdYBRnt20RKvAaTthxxYUPqHwCXWI6IJlYirSoaThV2ZPiZRjkydci1fsGgEEyz7fspmfNztctLlE+umUWVRTewn/75RhbBoqFzGyDaf1mIt6xFk1pguav733Ngd2zaetGFS7YHhc7pCYnpfSM3zQOBS5bhnphlS1pLrDB00bDIVPmOiKwieUPuFedsqvv/qAv7P/Nqf9hK/vfM7f+svvczc+47ubeyKNMN02Di43Las+pRnmtd1A/UfaUQ4GvVWfMI8quiCSlXlUoZXnnYsjmvdnJK9teFjucju7JFKOp/Wcqa0koSK5pPERF/2IRZcP1eDRFpSD6KOvRSs2LqWxlmfNTF6j8swjacs7bcect2My07LoJAKschGRdpL/HCnuZBd8++5HFD7hXy6/xHftHdp9qZ02vaGuYsp7mvK24ptfvc9v7X7AgV2LPtqLsbE8y7mIOyYHNXX4qZz3P+P4ea7dk3KMXWWYSvOVr39K+lbP9x7doT/JZDIz6vne89u8tnfKe+/e4eBPNPHGo3tPtWsIb61JbI/NewJQdZbX9s/4yQ/vcfCTwMWvgDqs+VuvfkjrLeuhUKd2lnSoYbdaKsEnUc3Hm2tkpmNRZyyLjHcbYaRv/6cPuf+v77L/dsTkswJTeeJYU9xMmX7cgVK0+zkukVKND04PKZYp6YOE5BL2flJSX0tYvGLpZgKQk3NN+XqDfhyTPzKUtxztkeQWd9NB1jHsG92F5mKVS6TdKiG70EweDSy5D5TX5TruI4NppiRLT7TU+IMgapTaEO1V9OcZ8bkmPQss/0rNazdO+Ox0j9cOTzlM1/zh43tYK+ksd9NzHtZ7El/WGCqd8MaNY06KMWWZiGl7KJna1ioPKQ5dFaGyHtdqvB4mpUOaCEB9r0FHHl9anv/kkBAFVtOeRZkxzhsWrSVsLKoTCYMfRvjxuMWfRfgYdt9znH1NmL0vet1q7dm9ueDiWDLYVewIwUjz7FAVnZwa6hs95SLb6pFDJ5uVq1i1ZlemkN4O8hwbBnnKAIbznv4sxZZamGYlpJLvlaRqBJEEsI7wVnoW4lXAFtBcZPRf39AWMcoOiRqNAO983FCcjEQ7PdRJYwLeK5lUVBY/SAv8yIkhsdOE1hItNd3co1xg8gCqa5rq0MvGqYjkd5IrwHClNUECDgb5hp91LwpPWk0IEO3WaB1o+lT+rNfEp0buvU7RtwYWmdx7My9a58FUSq9w+618dsNn7TvNeF5RVTE67fG9FAFF2nMtX/Px+QFFmdB7zbXJhnonYl2kaO0Z5w11G+FrSzGw1nXIZLpjRU+ttKe9NmiTg7yPKymGn/S0uaLdFyZc19INECY9emVRRcL00c8+ev6laNyzxksGYRrRjQ3pWYtysPNxz+4HgWrfEq89aEU7T2inEociOmMNSqHanvS4RPWe+mhEfZARrzqSyxZCoDpMCcYQYoW52BCSCN10coXpHViDqlt8nuJmKT7S9CMzZDhrmr0EuEH06Ixwe0pxXRqQ5p+4IQMxYGpxr7pE0e7lsJfjYy2GvLER9sBJm1S0UqRnCt0ZyiPF6bsH+DRIk1QkJRkit7gy9gijgQezCdDLZsBHSiQjiPbZLEtCEmN9wCdDLJ5R1LsaH4lWe/w4kF46dt8LPHsl5vZtoXDTATA0zjIyLc9rycRd9wmaQOc0RRuzm5X0gzkNYD6q6JxhUWfExjHNaoo2Zp5VxEY0zbO44rQac5BtuH+5x8XplOlnGtMoqms51gTaPY+/00Dcs34ylrFhLjtouzayaQD0SJqs+pEnPR4irH5BR6x7prZi125YuJxcdRzEa+JZz+flnN9/9iqvzs/wmWbtUs56YUDGpmbtMrpgSXTH9XjBzeiSlUvxaDSewic03tJ6Q+8NJ/WYG9mSRZdtGWpNYNWnJKbnss95WIqz/aIeMY4bLuuMjy6v8Q/9N/h3995homu+u3gJHxQ3sqVEkbmESPd03rIJVxpizVlvSHQnNdchYAjsmQ1TXZPrhtluxWk/4c3kGa8lz0lVx8KN+NroEV8bPeKsn/JkyElufEQyNMz1A2i9ij7TKuCDljrcYNiNy4FFbkl0zyuzc+5954J3To94vJ4ziyr2omKYdKRifhwY30g5PIpFl211yUUvrYVnzZjH0c42UUITGJsGh/5TCRMS1+e4nq6YmYr75QFzW7Lohc3rgmGuS+a65Hd2vs9/uf/7POj3eK+6ye8dv0kR9cQ7a16aXvDXdj4iVS2ftgcc2iW1j/h7L/0J/2b+MsfVhDvx2baq9Ys+tA4oExg/Uvz41i2+fOsZd69dMLtVcf9in+XDGUWScD4akT8yZBc9yXmD6j2rOxOu76zovebOtQsen81xb+/w+HyP5Jri5Nc9v/mtn/Cj0xtMbc2iy7mbX1D5GE3Y1rNbPNfTJYsu56LJOS9HVG2EUgIanNOclSMOv/mc8rMjsnEsbaEnLXbT0u2kNPOI7KQhDnD0Rwb//TF7TQB6kosWs67pJhG2DOhG5G+jp4FuEtPc6Ghjv/080qylVKDWdlt1bxpoTjMWhxkmc6heSId2pIkXojO/+asnPBrtUm1SdK/Inwe007iLFDRkv7rmcpVgKrkP+FXE9KUa7zTvf37Eh/qQv/7Kx/zBo5epL1L+h/LbUosM0Gn6PuL9x0eYAQyHXgpLjPX0jZWiCx3E7Q/CAveDNrYxmEmH0wFzEREfJ8QLGD9zPP1NmdBNsprj+/sUdpAMpJ705oZqnQhzmEOadPjXl9Qfzjj+dY2b9j9rl8jP9fBOsylTAWRDXrJZG1haGImUob7bkkwamlUyVHELeA7WY0ygizybVzzRtJVM3lajEimCMYnDn8f4XhMVmj4X3bHLPWROqhh6LWUVm5j02BBtRPbjjdzj8+PA5r0x0ZsF3SLBj3puv3TGk9M5xTIF6wkRW/Mkvca3ess8i2wkoEe9GEV1wM4aWqS++vLXe9TGEkxAN5r+LB2KxPwLs+KgPd5qsH9Kq7wtH9ttCOuIbp0QT5sB0EpEW7c7hAJoYd5JPLoQnX0YgLepNG7iUGtLGJjckHiUCaRRzyhpuVjlWyZ7XSccLybMxhXx1FE2EZelVGH3naG7TFmcZqIpTqTlcmd/zXKZYx9KkVi8DixeRxJDVCC6sPRTP5gkke/SK1Qjk3ifD/KWjcHH4uniZ8fIvxwgua0t7jwZDHWexWuZdJ4Pr2507IiXPeWNjHomnebZueyi26kh3JkSL4XhVMaTPtmA1WzuTajnks6QrCW7GEAnESG2Aq7rlpBEUoGtpPDDbBrIY4xW6M5j6oZ+HGHKDqzBNA6IBhkDgx4RvDUEowjRC43ilQnQNgFbB1z8QgPtEmgnasgC1nTK4zKPbjVBha1+5qra2a6H4hRrwEoJBEHMgaYRM6EfZ+i6BSJ0Nxj+asfeuzWTz+Wkipc9uvcEYwmFxG/dyhckuqdyEZWLSEzPJGo4bcbCVDqpdi3a+EWsXFxzspEkBWs8k7Rm3SQ4rzHas2ljFlVG2xvM1HOQbei9ZpK0XBaGZkdMA7aUn6PPNfEmpTzQuGuB/k4tu+1SMkt95tGNxm8iqSGtBSD382GU9Qs4jPKMTUPhRbv3zy/epPeaPhiscnxl7xmNt/wfx29xa7TgZroQxtilbFzK2NRb9rb2EbFyFN7yzxdvcn8pOuaDrKBwEimXmY4+GBya2kcSoRY0VsvruJEtKfoEqz2awGG65rwZMbHNtiDk1dEpDk2u220NtoBUTzLIIxwKrfxWM+yCYmJEP3ruxox0w0g3GDw/KF/iO+P3+aC5Qao7YuWoQ0Siu60W2KH/lHyhchEexbLPaL008Y1MS+MtLqgt4E11x/V0SeESXt87ZRIJW77RCWMjkp/WW67Fa3ZswbLPMbHnssvRKtB7Q6QdvRMpR+utvG8V41Hc3xxwkG7QytN6iw+ap9VsO67XKmCV51kjhR8j0/KN0QPebW4Rq55UdZQhYa5L/vb0bf69yY954ma8V9/k7dVt/sGjb+GD4qXpBX9lXnNg1zzudvlLs0dEc0cXLHOz4hdx+E7jLxKaHfiVW095//khcdzzsN6lbyxvfuUxny9nPP1Xt5g+C7QTTXmQY5rA/js1i/IGj74ixqMQBfb+2jE3x0vePzkkAz4v5kySVqLiqinJSK4vmkCGFKtctCOKXr6L/bRg2aQ4lzAbVaS252Q15sZ4xThq+N7dI6YPFX2mSUqZmtl1iyk6VOcxy5r4BLk2trLughUSJT2tWN2dbJMqqkNhgVVtsKcyelU9hCYjGgV8FKiuyfW32+v55lufAuBWEbqX63m88USrlvw45vF7R0xeWrI5irEbjWnFjOzmgW7mqJ9PhWGLwCegOs290Tk/tjf4d+59xNRWfFruo7VHj3pJM1ABlTr0tN+2t/mgGI9rVpsJIUhzXHpYUC1TwjYTN5DtVNK0FhRBDezn2qJbxfwjGU/3iWLvewqXTjm7OyXqoLvT4FoxCvYfTTCReD/CjZ71KiN7P8XddJhCkz2K/r+54X/bhwfXG5ELBNj5wwTTyMbFR4b1S9CmjmbIKsYEUIM+1kO9SEWj6xRdEZHOGupNzOSHKdmppziKKW95aEQOiRYsorwiOEVoNboyYphTgW5ypc9WuMEfYwuZgHqnRRu8saxnCaNxTVUm9ANDCqAaAw4YsMJVcx8OOEtwuy2jSc3mIkf1isn7lmQROP9LQSaxiTC7PvcvzIoA1kuZytVmwrwAzypzwlovBr1vq2nLCG39tt6aUU9o9IvfizxoAcFmo3ERkg6GhB54JTIMYk+at0Phj2EyqrlYJ/jWEM0cB7MNizLDe0Uad1gjjzGfluwenhGC4sHZLu0qQSWOy5MJqjHMPgHTelysmH4KLrUUN4b3G8BsNP1uL689yGvqp47owjJ+CMVN+XfxUiYIP+vxSwGS0RBij+4lcFt5sH3YuuWLawYXa8aPSpRPaaYGlyqSi56okIuhPS+oXppTHVzZb2WzFBeSDelLAaf2bANGo+oOVdZSUJIIVauqBkIYIn462B/TZ4ZumpI+LVFFDSFgNx07H2m68Yve9m40pDe4MGSjvki0MK1IByTjl22smktk1+kiqG904CTWzbQvTEDKw/jzYSGuSuh7Yb+9R/lAsnS0kyvtnEW3juAtuhkkGQpU57DrBlt0BKNEdx2gyy2qV6RGSiSeN1P+68P/k//+5LfQBHajgt2o4Ek9Z+EzZnHNLK45LsfbIogs7ljXCb43dM4wTyu50XlNahw7g7yi7iNi47bsswTys13gLgGCoo7l79NTRfZeQnFT0+wGumudjNOutH0ukdij6xtoIlz7/y9r9i96aAK5aUhVN0gjtLzPXuODZt0n3Bud85s7H/AHy9f4p0/e5M3dY94aP2Nsaka6QeN5t7rFZ8Ue7TCODoPh7mQzpk1qYt1zPVkSaUkqGZuajUs5c2PZ1Oie/UgMl0uT0dWS1/ysmrKblNxIZVpQDmA+1R2lj+m9ZpaICa7xEY2PiIzDENBDvlPjI6ZDhvOuKVn5lHbQFa99yp9cvkQXDLu2YDTkSOXD+5pZObc+38xJtCMa4l2uwHPrLY2zNN4O2mDFQSxSE4ew71dscawFrI9ti1YSFRcpRzUA8h9vbvFydobzmteyE2am4LifcdmNyLSl8RGLLuNBvbeVguwlBX3Q7EcluWn5rNzDas/Ituz+1KYRBCD7n0IFbbBoPPXw9x+1R9tK8N8avc/fHL0H1+FP6nv88fJl/qfHv44Lir2s3FZTf2f+0TZW7ws/NBJNd2zIbYvWgVHS0nUGHXk+eHSEiTzRV1asmMqNMBZj2/puiu7gja895HgzZl2knC9HlE3MtemGUdRyvJngg3zHL4/PKPoEFxT7iegYzpoxI9sMBsoMowJv7pzwfjjk7HKCUoFvvfQAgCfFDN0o2rll8vFK/CKpRXWOzd0Rs/cW+DyG3qM6R9CakEX4SGPKTq6BLzyCtDOp2g2JRy1Fa6vc4Nfw0mw2+Ypkkv9Hd99mP1rzrJ3zXf2ykBsjzfSB3D/Sy0C8kPY/3cr68Bbqa0FIj1oMQ8qJxO4KWU5MTZbI9O6fPX2DX7v2mN+88wmVi5hENesu5V989DpaBcxeTVtGsDGEvEFlPUne0XWGapUy2qkoFhk0wvzVz0cEG2RU32tCC0qL4anP2N6r0qWnaxWzT4b71acJq1cgeZhQfqMkSTrKi5zxd8e4655uEiT5Ya9j/6uXhH/wC5iCBGnQo9WiuR2yyIOR/yYPoSpi6rcqfGlfpF0Mv4uHdNwQ3pmSnoKpoyFZLRCUpJjU+wo38XS7Q7GLCehxJwDzLBZAnnt01uNzR5VakjNDcilm9M3tQUqpgF6jJx3rIiU4JRMCp4TdX0ei7dW80M0OE2SJjRs2oVc5yuOe4o6i2VOw10AlxRg+H64hTqFGP2UYVRDnHXUpWmVlA6HR6NQTRY7aRqKP1mHLkF+x2aE2Q3kKIgu5St+4StdSMP+JZfmmw40ddikknIs8bRPR1BHGeObTUpQCrSEExTytGMcND852WSxGzOcFnROZ2unTOSpxzOcF7SYWbXhQL1I6kM83KmXdTR4MMbJKs74L+WcR1S1HiDz93KM60ZmvjB1CAqC67jHVz767+6UAyclpYPcHohMuD+SnaWVxjJ51RJc1uulor40pDo0kX6SaPo1IFh5TO0JkSU4qmvmELhcAJkkO8ji29ASj6ffHKB/QVScaX2vw4xS8R2sNXY9abaCqsd6j5yMA9KYSOcbeFB+LHll3wuKCxhuFrb1Eu11t6FuINl7Y6KoX4GwVPo7kIrrvt5IKvMIUBtOyBfgqyImi3XAChCDNgpEV6Yi+GgeG7UXgil32aUSIDJKmDsGICVE3veirjBqqnhWbLqH2EVNb8z8vvsVuXHAnOedmdMkNe8l/9/xvME8qzmv5LGZJzaZNOClFOmC1J487GmfIo5broxVFl1B0MZd1xiypWTcxJ6sx3SfyO8lSviMzRO7pRmKxujEwjDmL6xKSnpwrxg8jmp0hliYL4hyvDM35FH+tYTK/6hH+Yg+jPF9OnvBhc4PPqn2s9sS6BwtfnTzhMFoy0jLS/878Q17LT/je4g7/+Omv8M39h7ycnTLSDbfiS+5v9lk0GXnU0njZdLigSE3HaT1m3aX0QTOyLTfTBZWLBhbZ0XjLss85jFbs2g27tuCknXCYrNiLCg4jCQc/6yd0wdD0dssSn3XyZ/vRmly5rQzCB00dLDciYb9HWvIoU9XxuNvDKM9ZN2EnKdm1L4CtwW9rmE9a+b7bQYucmZbemy0obpylcDGx7rHaUbU5q2Gbb7XbmuqKPmYS1VtpwhXLXLmIsWnovOVuerHNYF67lM/bHV5Pn9N5y6LPGZlmmx5yNTW5Mgg+qebsJxtupQtKH3NST9jNC6nFtg3X4jX/wfRH+KCIlOfj7oBI9RQ+Yaprds2GlUsxg7H1D8vXtg17E1PznfkH/Gf7f8zzfsa/WHyJHzy/RdtZjsspv7H/GT+Dqf/nfmRJy+idlM0bLe+cHhFFQwKIV6RZK4ZD03P/B7e58aMebxXNTFPc0LTzgI8Dmzbhjd1TftzdQGvP/rhgFlekpqdIozLCjAAAIABJREFUhP3svOFBuUtuW3biirN2jAuKs3rMNK6ZRRWn9ZhxJDXeu1lJ01ms8Wy6hNNqxOW/PiI/DtjC48YJfSaEim40k082+CxCdU5Ijq6nuTnDZZqgFCa3mE7qrs2gWzS1SNQmH0SSMjQkFF2VHrkU0uHz2I/W8p2evTxk3g7pRBNLvJBoAh8FdmYFF0bWrsuU3MdKLW2lWh5Xd0NRVAeXXY41nr2o4N+/9S5PmxkPil0+fHLIeFzzH957m9GkplilaBtEBqCgriSirTnOxUQGFM9HkAojqCadAJzU4c8S8aNEYrhMz+S7133ANjLZrHflXuZjSQmYPAjY2pP/7ynFUc6slU4Bc6ukXSTEpxZVWE7fPWCSvijB+sIOG/CtSEiSdwXxX8WzFjel9TKeN4TaisTgqkugVzLCHzoFmusdyblMBsKQOiV5/aLrNYUmWirpb8gDTklLb7QZQKQxeKewsxY/9zTEBC065X4msXFuHYkR0IuO2URuK6Nx5VCIEgRwqlZJ+QcIMFYBZURa0/daAG4/kGdDxF8yr2nWyYuoP+TfA/LYJlBfpeeEQcCrJSs6DATVVoutAjj9U0A9bKf5UgEtCRnBhm0b5eKtHlNp0s8jstNAN9Isvy7vbbRX4pxmsc7YmRU0nZS7HG/knjAd1ZxeZCwudwiJZ+fGkjXgWsNiMYJO9MTRUhMVYuBvI8ltdpGmm0rymWnle9v5QL7H0TMhMHUbqA4V9SEiCekVvQnYpaGbfjHpFj+/Q0E3UphWgOU281hBfF5S3JtQHIpBztSSHawcuEhRHEmDTT8yZMc18cbR5RbtpCGuTwWM+Vihmx6fWezzNapuwHlCGqNXFT5PRJusFOQZqqphU2LWBaHr4HCf7mCCSy0qBOJFR7CKbiQfoWkDUemJNsOYTytpbbIK1fmBFfb0WUSX622RgAoD9l1KjupVz7tPJPIOJN4IwE9z9PEFoetQkwzdadFM2yGqzgd5/Wp4Tl6A42C0xNVk8npVJ+L/0eeaH+/dhLuSWDGN5KL3TImW9F+u3mTTSVbsQbph0WbE2tEYyyhqaZylbKR+GeB4Mya2jt4ZqjbCaM+6SvFe0X88wdZS1qKCfJdXUtDRscOWnnYqVdtX+cdbuWaA5CJgC4UKino/pp17tAP1PGG9+dndqj/PowuGCzfe/v9VM5sPmjfSZ9Qhog2G435G5y1LJ9KWG9mKd5fX+cHFbX519zEvZ6fczS+4bPItSwpIo1GXcJivOKkmvDw5F4bfFixVhtWeJ9WcSA2JDzrlMFqyb9fs2zWplhIQMQsatPLsR5utzMINMotIOUqXMDE1WvltS92BFinAntnQBYtTPR0vWPtb8QV3knN8UMxNiVYCkAsf0wW7LSS5rHNujQRso9yWpZ5HJd2gR/aDzEKSO5SAeW+304diiBj7aUNg5WMWbcbYNkTKSWqG7vBKcxitqEPExNTcSBYkuuOsm7CfbMh1y6LPiQewnJmOR8XOtiUR4OP1AfFQW/tadsIP6jvsmg2p6pjoitN+ikPztficdVCUPiHXDanumJiK+KfysVzQPOgOSFXLX57d52a62G5SPtwc/hxX5J/zCKDXlm5miaIe5zV9aznaWXPy+ze49oOOO67DxRo3Uoye9YyfQnnNUh5pnnZH5N9oyeKOsolwXvOsmNL2hjTqSW0v5t824UvT52Sm40kt15ab+ZJlJ5OG3HZbRt5qzyu7Z2y6hHe+d4/8iWa0ELKjvGbpR5rRoxIfG5QP9POEZkd+1xtAKSEvlDC+ttHY0pOddixfTraZqrqTjHpbyESvnco1x6XCKF/lw3fBMDclv7H/GR89OMKl0rBqGr8lKpSDxSoXVhCFqUTW0ecB3Q1RaUHub7aA5FLxv4Vv4Q8bfs++ybcOHnBaj3lr9oxpXPPq6JR319f5zq37/NNP3sQ5jbUe10SYkZdEhWmHsaLLDJHCryOyW2uqTYKatdLWljnSxxH7v+9pJqCdp97Rcq/toJ4ryhuB6f0XTKy30Mz0QFYN7Ox9DZ+NmRaB8kiRXCg2dz3rzZ9jbv3zOjxiFmsjKTZxL0Ik2rsNeEV3lqGmLXanxhhJouh7LYDSK9oqIpo1NLsR0Ua+vwGrovowxLwGkl5RH3nCuEcpCK2m3ZUNR4glK7xfR0TTlrDX0O+Jx4LVUL+sBIAGr8E6XC8Gw2CGpsCANOYFCLG8NzVIZFQ3eDaWlga22ddut8ftiiqi7yw266VV7kqDfHXTbAzBetJJQ90P0hMlut2+M8RJL2/4KlM7KDGA/pRsBz0QcFeZzOMebT0h1cLke2F5mx0x2Tf7vWjEs57ieASpwySO5SbDO402noPZhnUtssyXXjnmZDXmaLbGKs/RZE3nDZs25uR8yu6fpEMQwhDXi0yd62vQzj3JhRo2SOpFd4IX35fyMLsvSSAoiePs8yBa5j/H8O6XAyQzGCEmEK/AdLIz3P3hJcW9GesblmYPYRUvh91ediVHCOJOnVqqvRGTRy22CXSZIlmJfiUuPNHGoXwgerpErQuwVsCmcxBHmNWG4D1Mx/hJhnaOMM7xWSTVsyPRIMfnJapscDsjnJEL81V9tO4CpujQZQvnC1SaQNNCnhEiO7AcKc2O3bYVmVoNmc2KZs9vw+2vwukJwraCyCawFqUUPrZ4q9GdZ/K4xUeKaNXKc3tPyOPhtQ1MR3wl4h8Wu1bCrtSAV3iEUY6GquQn9ZyLboRVjp24onAxny73mKcVtbPUvaXqIqz2zHOZY9ZtzDRtOC9y0qgnT2QsbrTndDEmOVcvNs5+2CAgN6bNTUPQ0giFAtUFqeduJDMbo8Qc2YRBiqKwhVxEJg8gXaifuUHn53lEyg3ZwQLu9pKCdZfwO9e+Tx1kfRz3MxofUbp4AH1iNHt5cs5hvOKHi9v84ck97k4vyWzHZZ1xfbRiSYbRnkksDOpbs2dci9ckuiPXrZgsfcRsXBHpnpN2ytNmTqo7bkSXkqThIy7ciFy3UiutRSPqgubzZodMCxO1awvGpiZVLVMjqRm7g0kvUo5UOdY+Zu0F1ExMxXE35+9/97cJtSHZrfi7b3yf6/GCWPW4oFm6XDKfkdKUqyzjKxYZYNEn+KCZR8UQPfgCpF5tFK4YXzNUXzfeyqYtFnnJRZvzebXDYbJiP9rQBUPtI0piXD/apmr4oIm0o3IRFyFnOrQCtt4yNg257RjZhkT3g5lQ0QfDpo+5HZ9z3o9ZuJw9uxnSQIQ1//3qNuduzIFd4YNmpBsWbsRU16yGzytWjrkpBDg7uJec8nsXXwbgdvb/auH9Qg7nNcVtT3asaQ4NadxxcTniy3ee8ek/u4fu4exrEaaG/NhjGqko9wbijcc8VOA19793h2/9lfd59/SI4+WELGlpe8u3r3/GSSPV41/f+xyH5kG5hw9q2zx5N7+QCvI+YdWm3B1f8E/feYv4WUT+TDFWclNcvAHp60uKzyfsf1+TTCThSPlAvWMpjjTFHc+9rz+h92IwvvzJPum5IhiFaTTR2gxmKbmmpqeBg+8v2bw84eINg25FL+wHNm9k5dwofczclHxW7m31nj6C1d2YeBPYXNf0r1TsTCoujjN8IgSALRDg4Qadai2ZzVdTPzeWSuGnnxzweLzk3uic42bC7eySi25ErB3//OFr9K0htIYeUJmj3sREWYfrDFoHusoQZR2tsTR1jI0dfWfQiehRo1VEuW+knKkegFasaEdSkmU+VrRTkWF0EynAEe+K3GN9zFaikZ4HytuO8aeWV/+XmpP2C160IGbTg4Li0VRAvZHP9PzbLTjNZLfAzyS1QRhTqaCfTSvcuOLkdEpoDF1lca9VdBcZ8SrQTkVGUNx6IZMpbzvUvMUajzaePja4IsKPe5TxhFUsxrEhMg0Q86QZtJKAzXv6yuIqg8kFbLsa0fsOYDTdqWkbS5z0wvw6BXkncoNh+oEGnfX8zpfeJtE9f3z+Eo/P5lIk49RQQiJAHgZmOle0jd3KQoPTUqNunTzPFZPcqSEdxeOiIITbIMFAB8lRBtzGEnRg20FnPW4ico0+8vK6e403gZ2bS5YrIX2moxqjPU1nuSwy8qSj6WFVSzLWZZkRgqL3mhAUs7zCNwYXD9OXIT1MeVmf44cB/alMw70RktAM55Zuw7DZU3g7TNvbQH3oSPYr+kXKn0dM/0sBkr19IaTOT3rWtyzJUgolmpmWk7uSFrtgwKVqaLOTNRZvAn0Km9uK6lpCeh6YfdqiXED1Hh8bkTlEBh1ZiAbWcTKStVO3YIx8bHVLvz+BMEJvasIkoc8jbNlhn12C8+ActneEozkqk8eOVw519UUWFWE6pjuYYFYN+uwSZYbMSaXIT2IWr2XSAGQgWqktu4F90R6jejVod4cYt6oRptgadNGgkgifWrm4R1bkFUOLn3IBnxrCIDdRftgR+gBaDVplz+xBx+ZuzOe7MzpnuLerOEg2W4at8+nAHvfMkvqF3tgKmClaAcp1bxnFLVUXkccdbW9IIol8Aeg2MZOVFKBIaLswFmG4wOHZ3kyUe7EbDFZcw1f/TnlZ8GrQmQWESVjf+sUY91zQnLsxpY+5mSx4u7nFK+MzRrrFobjox3RepA1XZjmnNSMa7iTnjHTDr938lHeq2/zu46/hg+L1nVPmUcUsqjlvRtsIuET37NgCgxjqct0y0TVLl2/TGZ7XE/RgwLuqZBaA7ClDjPeasanZtRuWTk66mS3JByPeRFc87Xa4X19jZiu+mj1ibkrWXrPwOW0wpKpj7TL+/nd/m/R+Qn3oePXaGblphmxlT6T67cYBINZOGvsG1jbRHdXAZvdBU7mYSDs0YcsiVy5GK78FyFcZ3n0INN6Q6o5dW3DaTlh2KYmRC3LlIhyadjABXkk0tPJ03hDrfiv5WHSZGMi6EYnuKfqE406AfT5onyPtmOiKWkecuzHzUFIHeWyUAOUjuyTVLXNdEinHTbNkFRJ2zYbSJzgUI9Uy0S3vhiNShKX8yfPrPB7Nv7gF+1NH21iSS4lNu3vtgk8fH2Biz6LOmH7maSdK0nCeOoKGdiwRcCrIebq+o6kPAumZ4u3f/TLldc9b33jAXlIwiypJMvGiyz+tx2jlWXcpz1cybr27c0nlIvbjgldGpzwrp5w3I3b217gf72GaQLWv2Pvrz3hldsbE1vxR/BLuJ/u4WKNdoM8HQBBA3xD/w8Nne0ymFde+fszFekSWtBRVQmc86kdTlJNM473vX6Kco9wXpsnHiDazBwwUvazPmak47mYcl1PJnE0CLlW4FnwtcjdtHG1v8KkX8kKJIdtHg4ErhmAVthhe61U7ntIw6fju+y+T/sqH/JvPXkYPo/C+jtDxEFGaOHxh0aOebNRQXmYk04b6PEOPOkloCApXWlyvpCHOKYkni9j6W3wMygWCUXQThUshKDWw54CWciuCFGnYwcvTjcRT42KFyh0us1y+nqHe/+LXbXCKprEwb9kkluTS0MwUyailWaY0TUSSdHSdeDuUCljr8UFxthhL8ocRhtevI5Zf7uXzWsbynVylQwyHUmCsF7AJpPOarrWi5Mwc5tTgzmPUfjOwx0CnSA8E+LpOC9tbRC/01CbAIIswo476NCN/bGn2PPZGjdIepaCtUzEcthpiz7dfuc9vzd7j32xe42Q9pivjrdEv6OG+uG0qdiivJDXj6vm8JNoohSzEaKBU47BloU3a44pIgPMgV/F4MfUFRXAam/bcvHnOw0f7hMShN1aKe63H5D3BK4oqYTyWyXTdWUaJbDas8TS9wXuNV4FNbZlmNWUTY7Wn95qyiVGlEYmSGxqV/dBePBCMQpAqhtsjboiz7kYiaVJe/F5yviGTdKdRsZeGxZ/x+KUBydFGaqLrHcPu+xW6daxfm4GC/NTjjYzG2rn8DEaRXIYt2Opz0RS1s0B1FFjdixk/gtmDHt3KWCxYLYC47wmjDNX1kmNc16gr4BxZ7LISMFzV2MctVincwRx3bS7GEO/RJ5fYszUwwWUiwQha0eylpG2PenKCVUp0z+mLRq1+V3S9QcvrtcWws0/C1cZTjAKJFwD4UxXAKCWvPU/xeYzqHKpxmM6hWyfgN7bCJFuNGrTMYZBguMTIzcAqTCsZzniILxVZ3DFWLasmZd0mhKC4losWb9Mm1P0Ioz2JcTRA3Vt20opr+ZrLJieLOjpnKFvpjtfaMx2MekZ79FrasfJTx+a6kYvzEOMXNFTXHZNPhe1QTuQxqn+ht/aRAH/t5SQIQ4WobWSDZX4BjAbAosuJVc+Jm6IJ/LWdj5ibcguKQUxyJnjqIQYt1R0zU3Jg1xQ+5n89/wbLLuW3b3zIR5trPCun/HB5kzcOThgPVcmNE/Z1qiscmhQBwVeMLQiIvptfsBOVGOT5tPI8avYAqZDuguHl7JRUd+xH622WMLCVWNyOz7eP+byf87yf0wXDo2aPw2jF3fiMLhi+/vIj3ra3+BuvfcRb4yfkAyt9Je24YsxBgPBV014XNPPohdxiZJsta9wOLPNVo2DlInovLFqseyLtaHqJxHtY7/Ht6cdoJTfAk3rM03JGbHpGtqXzRjTcpt1WVF+Z8K7qqN8cS1tg6WIcmkWXcZis2LiEzHSsu5S3xk+Z64qDpOC95jpPux3mpiQdNiIfN0f8RnafD9rr1DrGIbrtqa7pMBQhZqJrct3xpJ9uP+9Y99zeWfA7Rz/ij/5tLM4/6xjYoWbX8/BHN/jKNx/QOsPn/+Quk+CZPhykY0ZkbS5WdBNDeuHJznqUl3ax4hagIf/csPxv7/Dub2myl9b89t0PqV3EWDccpBveuzzk2fGcfNLQNpaqj9hNCrqgeX99xF5a0HvN63un+P/4jNR0PN7scHO0xCrPosv4q0f3+Ye/MUOFiPRyMDT3chPtT1P8vuLa/orU9tS9ZTaqmCQNy2XOresLnmoByXHhWXxlTr2jaXYZ2NUwsFbQ7Lo/NdXogqHqI3wRoaJAedPT52abVtQtUro4JntsscVP+UQK2WjYki2bpwcJQ7TQtEdDGYZX/KsfvyFEQOKk1W/S0DcWm/R0VYSZDPKPThhJ1w+640JykVUuzv7gDGEZE2wgvhSSafkazD6R9yLkkmhTk4Xn9Bua/OnAeFeKZhdc6jGllG10Y9GfR2th9NQiwhYwfdRu71lf5GFKRXeZcnDnktNnM86/5UWvu07Q6f/N3JvE2pad932/1e3udLe/r3/VsYpkkaIoS6QkS1YLyYidFkhGMTwKkFFGAWJkmHiQSTIIkEGGhjPJwAjiQJEhSJZl9ZQpkmJVsdpXVe/Va29/ut2utTL41jmvaNgObVlFbqDwbr173znn7rPO3t/6f//v9x9EeU9oNWsjfWcJQbNYloTzDBKVQgWFO6g5nC15+GBfKBQ5cm4XDj0oht0e64atek9U6CT8RK+g0bT7nugizgbMTisq/klG93AkhatXxKMWlXt8Y1Dm+QwRVigbbq+haSuxDlxmMrg3KKqHhvqatF1jEfkXD+8A8CcfvUi/yLZeZN0K9ctXyX8NkAWxT/RWOMkAg8bPM3yWGMcbLFxUqHLAWo+1gfUgrGRs3HKeAQmZaQxDtDy9muDGHUqBnsmGjUGzN5P5lH4wLFcFVSUD/heLij5tNGIr0IPJ0ZLMDpwvRjRXSUF3KSXSK65ei0zfl/pQDzHNXAld5tlPaGbvgW2SPSYTRXkjsgUnNQafsm3mRS/hMN+/D/o3Hj8SRbKKsL4R8bcantxy1G9VZFcyWDB61GOagfmLJW4tv3y0UJ4FJm9fEK1m8eqMsxdllz5MAowH+sxwcRS4etXiFg63gIM3wOyN0VcaUuoeIaCGQewXXSde5NUaZS1kjphnxCpHhYBaDzB4oWIYUW3d/RPU7QP6scM0nvzRCrVYE62VgJIiAx8Ik5JhWtAeZKyOxFYwWBjGUuzpXuFOxFdDFJxcyElx12kh94lscX6FaUviqCQ68R3rzgu5IsatoqxaL6EmQHQG3fSgNcFqVJSWirGiJI1dJyzZ5Yi2s+jvTHD/vKY5yDj9ikG30M8i/WHP9C8ypg88KwUXY027o9h7u8PvW4pM4VbynJ2eUe9r5q8GRp9o2hkQNXoQtTAk1RgF5RNDcxAZP5DfNxhRjH2Rplq1FPsqSutvqCKmkZQ+W4vi9MM4IvCNxUtY5fnm6W1enp3y45NPOLDi5a10S6VbFqHEKc+t7Ix1yNkxayrV0kRHGwxnzYj7ZpeLtqIZLEfTJe+eHlF/NCHu9fzN198U5dNXXEtDeBs/McCBFQTaxurQRMfVUPGkm6JV5MAtGWcNIYpf+spXzExN0A19ms7wKJpQsvAFfTSc9mOa4HjUzjhrRzxbTxhnLf/N7d9hpTP+5uGb/K3D7+KUFBOCr8u3iXe56tlxYsVZZRIxPUoWhyGardVjo/46FZjYZuvVPc7nW18yCP5Kq8jYyqZBI/aLa/mcRfK2hqj4selDXi0ei+IdSnxUTE3DvfaIY3eFUwOZ8vgUoLKj1+yYNSd+wpNeNgTrkLNnl7zfHPPF4iGrpMJPTM08lFz6ihvuAh81P1XeYx4Kfr68xxNfCdZN18yjbI5Hqkve9YpzP8ajeb85Ztnn3B5dbjdTn/VRZR3+tRU39+Zc/M51lv/jTZa3MgobOfmqwu9HXv6HgaE05FeBdkezvA35f3DK5WBo1jnqkWym0CJQzO9a3ALcP53xu/ZrzF8d+Pmvvs2D1Q6zvOFRbfEfFigbuRzX3BzBVV9+H3LvINFNzruKLBFRNozt0vT8zGsfcPliyce/9QLjT4RS0U/AHddMspbSSjE5zlp6b3g0n6I03Hv/GnYkuMyzLxmCi/gsEvIgits0xUYXnt39BUXy06+DdDR+7ugD/tR4nlyJEt4fWhabgqzTlB9muDQ/HA0MI9nAd7OIrRGVD1G8TA/d8cALLzzjo/uHlHs19VVB9sQx3B2YHS1o/nyP0RlcflmKs9G3c+pjGVx2N1cMH4+JE8/xH2gmHwXc+Rp8oLs+5eqlnNOveYZxJJsrbKNod0WYMXVS5CzUB4b8DFY3o3xvnUgHiSU7jKRjaxtNdgnF2YBdWIYRPPq5nOGtz3DBpkMFmL5jufbFBS98/pxvf3KT/rIALQN9OvP0Fzmjayv6XogKzWVBtbcmXu8l6TWK0NKflnTjGjdp2Z+tyI3n/pM9QardaGDuGHLxEfdX8nmOE0UMoF0gTvs0BhQJQUtxXWtUr/CVR0968RsHKQzdpJXX+unfR4PvBSmnOgVaoVea8qmiehYZP1ScfVnhC019UfL7Z6+hBv0c2KFFLNSddCZiGqqLThRjN2ml05CoGoAUzSmRj0EKU4B2ldEmy8TGjxyjxnegXEim7fQQveGVayes+4zLuqCfdvjacvbuProVOkhUkdWjgvk4SBCIAtUYzE5HuMhYfjwjZhIQossBpSNF0bN6NqI41fgi0k9k4NCtxHKpIvSl4uAvIu1E7FS65/s6JhsRUg9CGLONWFmXT8eyafm3YNP/SBTJfscz+uIFe6M19+4fsboVcUuY3Ftx+dqYaDL2v33F5RemuDriVoHy0Yr1izPcVY9dB4oTkc/VU4N+kMJGLAQnF8Xg4NlXHW7lGD0ZM3vjHNqOOCpgVG4VZopCrBHeE/MSjEZfraDrn6vCRhNXtRTXzmE/OUMfzGAIcH4FowplhM9JP0DXo5cKC/QTx+iZ5+DbNX7kuHwlpzgP2EbU7ucemsBQaLqxZvyR3DQwmthIqEpcLFFaowcv0dpeeqBRa/EuK4UaghSWIWyT96IzKKOkgI4Rsx6YfJxx75u3KV+9ZL3Oyb9bcfjtnuzhBbqfMt5NXu/1wMlXR/gC6j2NW0X6sbAh2x1LcTbQTWXqXAp9UFFiNYODbC43NFvL39sVgtrJRV0xrWJ9zHN1ImHwhsSeFDRT8jR7uciv7gTJcV98tmt2c4xsx4vlCVdDxc8d3+N782s87aeMTcM/fvoVhqD5Ozf/hEM738ZCawLfWL7E69VDAH529gF+pvn24g7/+Y1vAlLsPe53+OeTV/j43Wv81nufZzqu+alr9/nq+D6HdkEfDYXuuJUJqmodJHoZ4KIf8ayboFWk0h1Hbs6RndMlhffSV5z2E25kF1S09NFyPoz5sD3EELaEiaUXHvHgDBem4qIp+SdXX+aXp28RaHijvsXvnXyOq6agH54HzLSdxdrAL94W+Uqn9MYNtq1UQn6ofba1U1jtt+zmSfJFV7rbDh+2wXLVl1gVtoX1/e6Al/OnADxqdnihOqPSHQtfcsmIh91uir6+2m5cFslmsinuP/KHLJuCJiQFHEUfDOuQcdKN+aA74vX8IZVu2aGmj5ZKtTzo92miDEWGqFlHeW/XIWeuC4wKNCFjFbKt6lxpOdcHbsGNcs5lX3KvPvwrX6f/qmPd5fzE0TlPF2PWNwIn5Lh55Et/902++eg2fW/w//0V7n/Yw+cZ3ikOvvaE0/mI6ajhcGfJxZtj3ByK88jlazB/OaAHxdVrAeUVt18+4Q//+IuEKqAKz8GtS07jDuUnlouPdvnWYLk2XXC2qmh7y4v755x2Iw6yFQf5ktvVBW9eXecbZxKS8/LBGTvZmuNyQfsrn/DJn9xEd4obf+MT9osVu9k6xWhXvDA6YzEU3Blf8Lvvv4qbtdx8+ZJlm3O1LLi2u+CqLghRYXVg3WSMDxt6b1iuC7585xEgKnKhBo6yOX/z2pv8H8uv0aUOn3HieY1XTgaiCjAKhuSTjAYp3pwMLHd7nlgEsqeW8oHj4XQGvaZZZ+x8K0N3kfWrA0XWM98RZj4KshODL2H0UGwS4XRCHqB82+DWAdN6QeD5iG492TKSnRmKU0U3Q17bCFQP/VjCTtxFxC2lfZ2fkwgPEdNrhkoEGluDTYm1ppVB9GEcyR/IoL0a/jWL66/wGCqYf7njg9N9Xj4446WjM95ZXkckjIATAAAgAElEQVTZyMHvZkTtuPr1FevHY+x+zVBbSeX78xntYYDJAJ3aWhDOL8fkRceTT/aYHi6l0BogXGVQeil8RwPkMtQWEqkiz3u6VoJvrPPUp5Xg/rKI3+twudysQlTkeU9rIkNnyfdq2nmOag1mOuAvkjc4ImJQEQhAc6QpzkX5Nw34fbGImLlleg/smm1AWbBiO40aHv9SsmdaUaCDN1TTRtIHTXz+XAEpmrX8uaFiqE0gDYiCadL313ab2kdQhNOcp6MJvTesTirctINyIGaeobZi5agNfiqBYESFSjhEv3BQiicfK50A6zzWepyRYdRuV9TuuhBbVTNA+Ux+Tz3I754tU7Gr2A7R6jR4qYKcF0gzWCuBFwwT/9xm8gMcPxJF8ixr+NXb7/DB8oAXbp/wIN/jrMiw9Yh+lDBhVmObSDfW9AeGqEdUD9dEqzFNoDyRAb7VTUV9HAhFwM0NwUoLLRGq6GbQ7mquXjpgdi8w+/YJXM7BOVSWEYcBVeTESUV9Z0bxZEU0BmYjsTfMV6LSTkYyjGdFtdVPzoiTEf2rN/GlEXtIocXWkBZlNGkSeoD2sMDNB47++QkxtxJoMgQx59c9oXR0+yX55YB9KoxblEKNSmKeoa4WUDdg5XWFUS6vL4RtgcwghbAaPGFabYf2dDOg6g5Oz3FlyUwdsPt2QK88Ie/BLpJlwwiwv4nY1YBZtBz/0QBG4UsHMdJXJd1UUv+iFhV5qDQ+UwyltBqjC7i5Ir8M25CVbC7vV7aI9JUUvEMlFgsU1MdR1KGFFNgqgjdRlHMlFw7dKYxS+DJuUwk/6yNTA4d2wefyp3xj+RJ3qgu+N7/Gw3qH0/WIUdbRBAeabYu+i4avje/RBJd4w5aZWfHjk/ssfcF3lzc5a0eEqMi0p7y25JfuvE8bLH/4yUt8w9zlF269z89P3uXQLJjoZjtQ1wTHJ90ev3/yCvvFajuAtutW3HTnODXQhGxLgni/OebYzTkfRry3OuK8ragHx7LNscbjdMAl24wPQqH49tktTtsxL1RnnHRjStuTjwZ6b8jtQDtYzusKa/yWKzwEw7NWEhyP8qVwl5WmNB11iqUWNTln165xabCvCS5RO4R4MXM1VRo+1Cqy9hmLUPIzo/dpKrc9p497KY591GgVOBkmTHTDjlkLmzrFgS9CsR283ISnGCLaBnbMmtNeBvImusEQaaLltj3HELlp5/RRU+mBy5AxUgNNNGK7iA4T4/bxM+VpglgxsoTTA9jLVlj9w+EkX6+u+E+uf5viRs//PPwqKzfCnWt+/7uv4aby+krb8/QLBaaDfB44/4NrTH76FKPlna1vDNTXYZECC/QgjPP6SBLZVp2jfKoxrWYoLasPcrg+UP70KcOyZL3KeZwGdWZlw16+4jtPb/LynkSl7+Zrem/EF5rO072rA3I7cFwuuPkrb/Le5SEfP93ngdnB2kCzztAm8hbXMYkosOm3Pni2R150fPH6UxpvGWctO1lNQHGtmPPRcp+HixnTot12aSrd4ZTnfrvPgVvwE9c+4c8e3SFGaBe5UAqmA0PjsAvFMIJuFvAzIUtkF5puJ0hYSRb4b//6P+GPL1/mT/7o85gPRuSDItqUQpkpmnlOm3eEyUA8z7AXln4a6I4D7swy+sIFdeuI743JPpQh9flLI4qLATfvMOuO+Qsj+qmneixdwPFDKY7qQ2FdL+6AW2pMA/llQqhZqJ55Zh8OrK5lBCvKXX7pyeY9USvqowzTiLDR7ono8ZkfG/UTeLyYslPW3Lx1zpOzGT6XeqFfZinqOZEjGsPwpRWxtQJy2EQ364hfW3TVgg0srkpRmS3yHL2s65BQbtVuzTAYgtdSIOtAv8oYliWTjzX9RIo3v9D0u4bqYM0wGLrW4VcO1Wi6uUNNe1gbym9W2HWyENRJDcXKhqV7bhOYfQD1PKO+FrA1dDNFcyD3wmEkVphwItQVVaZgNR3xjUWtDd1exI1SuiDS+dgWiol5vClkow2o4VPdrfRj1dGKrnUM80xsImXg8tkElTzP/do9H/YLm+eIYl/pNMW4o5mnz8vSSoGso/zZKPqFRR2vUW4AF/Fjj2rks9seeFSvaA4FcqA7sWBsqCajJ0FADbnaeu5ViLi0kehGGl8F7FFNriPdOvuBl9uPRJHso+bPTu+yk9ecryr8lYMi8Ozrht03SRL9QLOj6WaphTW1LG9MmH4kN1O3EuX18NuDeKsMBCtFmR48q+uGfiQFaj+T4baTn1BcvHZM+fSI/TfW2CsJC1ndnQkNQsHypanYA6xi8u6l2BkmFfiAWtWiOO9MCEe7rF6aortEkoiiBqshMozMpwbS4nZBRqtobs8IufA83WrAna1BKfSyxVQZQ2WIydOsmpa4WotVJPmNVduB1ugQCVUuNopkuVAghfG6QXUDoRS1A6OgzAgv3yQ6QzdzRKMon7CdGDfzFrVYoZXCNqNtep8KgYjeKtPVqQdlGD3q0D7Sjy2mkQ+9z8UqESpPN9PYWkJUTB+TCV9sH9kyyhDOMiUVGph+IN7joZL3PyowvaJ8IKD35iCgMxj2e6r3f/AF/+/7CCgmuuFBt8/SS/rd13Y/otId523Fus/Yt0ucGjgZppylosupAbR4mtch4367x8vFM/bskp+bvcfb9XUe1Lt8df8B/1f7FW4X5xzYBTeKS066Cb//6CV+c/1FvnzjEb928BaGwLkf8a2rO5w0Y5ZdxrzL0+BZ4K/vdjg873XXWIeM1/LHHNo5f1Hf4YPmkO9e3CBExVWdaAzWkxvPvMkZgrT2rPHEqMis57Ir+bP6Lud1xeA1e6M1I9ehiczymtZblIqMEpqlNjKwd9k9V6g3lovSdMnDLAN7S59ToVj4IoV5ZASjJDgkDfudd1WiYtRoFZMtQ5TnXPfboJbzYUSIaWAS/dwOEoROUaieSrdkynPmx2KLGEZMTIOz0ubvo03hKpEq+bYXIWNET6UHdjRUqmUdFZrIzxYfs4jivV6k4JVC97xglzzxOW+311n4ku9dHfP6zuPPftGmYx0yfuf083x4sS9s5EcGX0TK+47wYzKcNHYtpx3UR6nLFaH/rQPOfrLh1vEF0+sLIrA/WuOD5nxVsZxUqF7z6iuPef/xIXsnkdUN2ezqTlrly4t9hkkgv74mdz27Rc17Tw85WYzROvC9p9eIEfrW8oXbT9gbrem8pFgumpw5ORPXspuvObmYMJ3I8/eDISvkPeoaB0rjsmEbc01qi7/z7AhjZAN4Ysb88s13GYLmtelTrrqCVff8mnK/3edOfoZJaMSvTB4wudPw5uV1HqkZzVkpaWtFxKxFYY0aXnrxKR+6Q4oPctxCijV3ZvlffutvUT7RZMk/GQ3EsLmvRcZ7a6qs5yr39ONIfqHwtaEfKyLQ9pbdyZonNzIu65zRo5iwbYaoc0xpt3HEwYk17fK1ZG0jbisLXwg5ZKjE5ucWsLhtyK80+ZUXFFoq0k5+vGL68SAK3QDNcWD8kSY5Uj7bIw2+rc8r7r7yEKsDHz7dRz0o8IVQprJJR3dekOc9wXlCUHSXOarwxNpSPJFwifrmgMo8y0spjllY1KyTuZgybJPpiBDPc9bdCIwkIcbWoGrN7D2DrUUJK85TkZzBxZEUjMPjilB57LhHjcW2YU4ydt6STYgexP6y2XDYWs67T3UESggephEUn1tFoUmMhMQRNXS7AdMmZFzyD4dBkG5Eg+81xoHJAmFQxJztBuDTh/IKNe2J80y6tQZJ/tOwPhmJ7z1LFAuvILC1LuhM4p9DonuoVhOdPJ8yEZ+KcaUisfRQp2l8E7fd4W6dMfQWtfyXBus2sJAIQxlRhVgxVRC2+fxFjVvKsP8m0Ccaxeq6dE1UhDjyzMYNyzrfEkB+kONHokiOwE5e83Q9loEdI1ns0/eSH1UlT62XXW/1LLLz1pyoFPXNEavrBuXT4grQ7Bm6sbQRTBvJFmxPcnCiTsZ0gQousngR6qMRuh8xuR8YPe5Q60i741BR8G75ufiR46SSobkhEDOH8p6YO1YvjL9voYsvRhESVF73MlW8HUKLEZ9LcqDwgKOk+92Zki0kZjVaRXbRbhVgtEYVhVgorBHrR90kbvIYbY28RmchpQfp5Vq+v6rF+egD0VliYQmlZShtQiSlIZh2IBpNdBaltfiu52mAp3QMI5nebXcFieczvTXB+yx9SAehUkQtF2LVSHEcnPwdSm2jtoNRGC8YF9RzW0VUojK7peymg5MLRbBKpsUnHlUNqMuMYZSmsH8IR0TxjdVLiejgQcPCF6y9BKloFZn7gj5aFqHghrvY0iHeqG/x1vyaFF9WCsXVkHN/uUvrLYXt+cPzl5nk7TYuemwayOA/uvMGF0PFHz15kf/t7Bf42vX7vDp6Qm4GDoslMEYT6YLhCztPKVTPZahog+PQLghoHnT7nPZjvnd5bWuTKDOxQcSoWHUZRkdUsnD0XiaSy6xn3hZc1sUWr7Rocy7rguOxpKlN84bKdlv7R59GkIeomQ85865kP19tfcnAFr1WpaK50h1D0Dhbb78n1AvxL7dR06chuA3W7nE3E9yTFcpEZdptKErvLcE025CPzYBhoXs8kYmuRWEPFq0Cn3R7nHcjJuOaXIkqXijPKlp2dItHYYgsAnSJ9ZypwCJaHAGnAjvJ4qGBVdCc+zE7Zs2VH/H6zmNyPWyDWD7rYzVkvP3smDLv8IPBT+RzdPQ3HpGbgfvnu4AMxszuBYZCsfzPFoyrmmY+4sHDfWwxkBc9k6zlw/M9lIpMjpZMi5aXp6e8//iQ9bXUBu3ks93N5BpcPjH0jyfMd8Zc//qCr9x8yHtnh6zWOcYG/GAYTcT+0HnDLG+4aCsmRYuPgq38g3svo4D5Uj5rxor9wQ8G6zwuG8jdwDjvuKoLVuscrT1ZNlC4AR8U69bxGx++zqyq2S/XXNUFP3XtPh/XMvAqLG+DJqYZAsft4pzpQcMfxpd46BV97VAXjvQxJVSB/WLF+W7FOktM8kIicbMUpOTm0O5Dc+TRex3tuRQmGcgA9MpRXKrtY7a7kC8VXWcZCgO9xn95ydqPKZ/FNLikKB6tcascd6Wx60iWNjcqiFVBFMvnlACQzpy4kBT9WEmQU6ICmC6m5NhAu2PpZ2Kl6XbS9fyzPhS4cceLh+foRL0pip71OKc4/9R9IMJ6XkCnGR2u6TQU7xaMHgunuK8UvjDk5xa3lEJ4GClWN3N8FXC7LTEqrPMoFekOo6jBtd7mcjAdWN3WVI8VbhElwyHKptJVHavLUopsHfG9JjYGs9TM3lPYVu7RUUs9oDdBIem9snUS1CJb/7CtxWoQUviJaaHdla6t7mB1OzyXn1OwiAIJJGkNuhxwxSDpjQ6hXbRGBuEVRBfAa2IuKq7QPgCTfMM24D8dVpKJEqyS11nrKJCMTmwVxGTj6LQo1CYQvRb7R1+xiZDGBmLU2MyT5T21SdQOHbfhJptMhZg6Cb6Iz/nWUTZ87a6cq01gj/Yy5EcUL7Q1klhbHPfc/wGX249IkayoB4dWkUnZEPYVtS5R0RIyadMvXx5Tng4sbltp5U9ydDuQLXrccuDyFYHEr64ZQYJoQYf1YylCdS9qsPJy8lQjSmew6X1w0O4HmgPF4qxg5z1PfjFIG8ooTD0QpiX9JNsWtMpH+rFJnOMg6rWT3WFMgScx4dZsHRLwWhawz/R2UjMmz49KxXA3dZjaY/ogw3Zp+I6mlWCTppG6tO9RZSke6n5AnV+lYUO7bZHEIkd1vRTOPsigYteLDaMZsFbjRxn9OBXL85YwzgWXsjuVYr40hLVB92GL1NN9pJ1qbBslRtsofKm3HjXdSWqiXUuKkGl5HgubCBu6lwt7P1LYRj78lu/HvNhONj5DocAhUatrhV4ZQuaxew1dltHnz4MbPsvD4TlwC/pgcdrTBMd7i0NeHp/KTVtFfu/y8/zs7H32jBSQfbRcs1fsjNfcys75x0+/QuMd9xdSZMSoGGctj+aCIpsW7ZbLG6Jm165Y+5w7+TlHtxcsfc5b8+v86eOvcTxZ8tr0GaXpCYiy+Ur5jJtOWLyv5E/IlOfJMOOjZp8nzZRbo0vO2hFXXUFhxTahVWTVZfigJE1xsFgd6KNi0eTkyTvWDVau4anI3iQsVraT0I90wT7O53g0EytIoLHtOO9k6Mtqz9hIml+ICgzbsJANEgjEjhESJcMbzQQ4cEs0EUOkB2a2RqvA1VB9ig0tVYbREY9i6YtPFe/ixT52V1LkMqSiWXErO+dxN9sONlbKE4BCSTy2JtJFTaYCIx3w6Xru0odvogMGaCI0qYjWBHZMy9rO+bP+LiFqPl7v/ZWszf+/Y+oarPUSlxsV+u4a3hlx/8ke+3tLbuxe8RePbtD+ek/1bg5K3o+rukApeP2lh7z7+Ig7uxec1RXea5SKZDZwvqxYzjKs86I+TyPZpUT+9hOV2PaCJCvOFG++dRuywOuvPOTm9UvePL9O5w175ZqT1YiL8zHLSY4znoPxinuPDjgxE4gK32lRyIDQSQdDa+HajoqOyvWseyekHSNorZioO6DJrLyfF8uKunP0Xu7G9xZSJL8wVhy4JS/mz1iHnCKt6z5Y/sPr3+X0YMw3z+/w/tUtObER3LkM484XJdqBHwXiyNNpK3xkDe7EYlpR88qqpfuowKwVTTdjfaPBrDR2LcV1SOFs7aGH05x8b874cEXhBi72K6LRjD+BodIM04J+ouhvt/QXadgspTPnF3LedboP+gwheyQA08baJimB8r1oFHYdGUqNaSOzu1dcPp7Chd4ypT/TQ4ExkdN1hVZwd3bO8XTBvZOKqIQ0VfzxmO5LHdoFQqdZzwuyaYv/sZbT2wUHf2rIryLlqVSl/Ugsg8VpZCg0dRYZeoPNBrrGojRYN2CmMsgaW4NeWAnJ2h1YHAW4chSnGgI01wYcYnlgOkih2hjG7ztsLedbEhjZKslRJ7xpQqGy6T7H9DOd2jYCZHMTsWt5jHaWRKZUSwDYzBNCJDovzx8lErsPCpMF8qITG0htxHccEcuUC/hGus7RRtnhJ+XVd4kOkgpXnRR1EKU97LWoFOMtHuu0Pkzc2jQA+i6Vni6I3SLIYGsI8hllNMA8LVodUa2SQUSvnivcICQwy9bSulGbBRcsG4chIYNj6fFB46zfWrd+kONHokhuBstFIzDpunNY68GkTPZUNLVTRXHak80N3VRx/oWC/TfWqCFy+VohLfs+4taRIVd0E8ivAsoL23Nx20iRptj6XoNL4PhUqMYsEopAozVnmaHblUWpB9lxqr0Ol3VoHbFWWs/ea+rTiun3HNf+dIkv7Tb9aSjU1jiuB5Ug18l3a1PRnt5cW/ttlOJmNzkUBmMMVBu7RbctmD+NrCNG8ScXufiI20EKZa1pbuxAmFHcvxS7hrNwuYC+Q+U5HOyifMCuvaTzTQqilaFDvWgY9kfoLmCWLar3RFMScoPuAtVJwGeadpr8/bWo3yAX66jSrv7T61E9N9ZDuihEthubYNQ29SlYJe28mNjYy4jfDMMA2kb6RUb+xNLe+CFcrBHc2TIpx5URHrEUk4amtxgdeevimON8Lsl0aDSBPs541O/ym09fRxPpUTjjaQdZMHdGF1gVaLywPivdYghbG8GGPiGqac0vHrzDV3cq/uziLr/3ycvc3b3gp3Y/5lZ2zki3PBlmdNFiCFuu8rX8iheKM658yUG+5Lwb8WC1Q2l7KttBBQ8WOwxBk6Xi2ehI3TnWrU7FBoyKnmWdY0wQX7LxtN5S2ee92FwPzIeSgKL18jtqIm2wTFwj2Dc0Q9A0wWFUQBMpdE+PSeg4w9QKAs8HzRAMa58xNi2LZErfeJk/rc5ubBikNMBCSzrf6TChjZYb9gKnxFahCVTp+ztmlZjLwlo2Ur/LL52WtiOyiJYRw1ZNDig8ijYGPIrLkHHNtPQRprqhw3DpK4Zg2MvWPKqnf/UL9V9xXLQlOynJrb4syA7WxNcXXJ+s2C1qpq5hNc549fbHfOPB67i5wv3GDv5vX/C54xPeeHSdX3vlbe6W4h9+c3mddy+OOKhWPJpPOc4XdBcFRQNcSmu03Xl+g1MefBnpJ0JTGL+f8c7ZC3x4peTvApwc97hxR14lm8uqYLEqCCuHTiELX/nqh7z1+Fg8wUVPCJoYNENnWNvA4DWrWq6hWTYwDAbvNcsmZ5R3tL2lzDusDuRukGIiap4mnnNpe14fP/q+SPSn/YyLoaIyHX908hKPzqeEkRcLWQC7Vnz49nWiC+SvLIit46df/JCf23mP82HMP/je1+m8Iiw1ulM078yIGQSbCoyTnFBEFp+TTYbyirjbkZU901HDNG94+HiX8bVL4rUWdVaiPLiVT/hPYC4K6fqakm5q6qTqVIRtcFl6eG778AXoVlT//CKSLQP1vsa0kF0N1IeOy4dTdKu37NnP+ijynms7c+recXY5Zqes2S9W3NsInEFCT+adlhqrGogXGXrU0ZyVHP6x2X5+fSaKrltF6iNRdbudZB9ItgXjZEM99JayarHW06oM30vXW68MoQRlIvXtXorUXLzKJIvPJlVvfTOkwk6uIdN3LNll6rIaEe6yRXzuitHgrRTAthWleiPubWod0ozORnUOdSo6qkEex+tt0Altkh92OupVLsN4edieD1Qk9BpUJI7FVmFHkuw49Ba/So+dniteZUKniAhQYOUg31T2SIFrIriASvQRWo3SETfp6FdO1ncqlEHi4JfpOdRAUtER4krk+zYP2xpDS1CO7gWra1rox6kT0sq5VUtDs2dZrwpm0x+8e/cjUSQrYL4q6BIQXTth/dk64oOojN5BN7Pkc89QWoIDX1i0D9sdxCaK2rYb24WkQ6kgE8Ibnm50sij7adguRHkzEC/NoLj2px39xHD1oqGbSkEb0y5H60i9zhkWDmzErMRO0O7lmCZQPaqpjwuUBxNUUpFB94Gg0wRpB6716C6gfKCfOFG7nSism4J5mOWC9gHidCRJfjLFIsowCEFjs1gArMGPc3QfyJ+thXZxtYCyAK1hd0p8+ASlpJCNRqN7j152Yh/JLGrVoNoeGyO+3JFglssFTArcvNsa5plmuLUmGLU9/0pJZHjczMsosb1IKk7cWi02qvqG6CGTupEYkvo+JJtKjMJC9NCP5YKtW4X3CjMa6F8ccPaHM/wEcNJN0IhNYGYlBATgoFpjdKAeHCfdhFfLJ1sWcRMd65CJeoooqKtO4r190PzpkzsUbiBExTjrOB/G7Nnl9gb9T5+9xuemJxxmC2ZmvY1f/vn99/nZPc0bixv8ow+/wvXJgl8+ekdip0Mmdg3kRq9VYM8uuZudSMRyodlxx7x5dZ1HyxntYDFa/LujrNt2/qzxW4U4S75lpSJt48iLnot1SZV3dMFsh5/akG05xfNQbGOpp67Zqrob1NvS5xgCu25N+BRvujS9qNGmIURJIxS1PmzV343SDlCojjaxorUKrH3B2DTbYTofNbkaWIWcQvX4qLaqcaF7DJEuWAolX0+UvI5mY/gEemCCLOhtaAlxq4QbIvu6pYmKRfJiGQSRtx4ylkMuG5IfwqEA7zX9wxFmUPRTizaBz+8843E9ZeIajkZL3ji5js/Svc8jUcS7UBY9+9mSG+6ShS/4+uxDXh8/5o/PX0Ila4yZdgyl/T6erlvK0Fc/iZhaSAGbSOThsGc4irjHGdmlAhzxxDEYaHPBPuoB7KDoJzKg/ebD61zfv+LO5IJvfHwXgGokKZWLZUmrHH7Q2GzAe02Zd+yP1jjtOVmNRZRBOOJdXZDZge9dHHNnV7ov33twjTujCzxqu1b37BKjAg/bHa6N5vRB87hx+CoSBnmNMQt89fMf8b2n1/BXjj9883N87mvP2LMruqscs5DwEbPfMJ2sOf9kBwrPZHeN1YGLRzNUqxndmbN8MmZ3d8WXDh9z3o4YgmZ3f4nTgemkpjXi9Q9O4XOxA9i1FLLZ/PkbrkLyJgdINEb6sSjNahDfa7RSLK+vKdpOeLbleUjDUIiYUXnqm3FrtftMjwivTE+5v9zljDF17zCqQBcD0VgZFlZQPrLUd+R6G12k783WFrAVaYa4rR+m96RY7HaFEhUGhbHiF9/g3dqkQG6LRVLtoJFhwE3Es4qo2qJ6QepFGyUoLGy+FqLD8q9JiMnOG5psEbf0JhCvuE4ikYrQThXDSBTnbC6v29VSOOte3rPiRFMfyPUkLBxupyUYKXyj15AHdCYUiWgCnVeQmMVb5JtXmEmPX0ubfVg4soOeGD3ep7AUHVFZQI8G/NKiqwFlpIPTp6E4M+7x8wxTyesZ1lbQcnmQUI8U2b1JClSDIjSC7FM2YJY6defFd42LRBXRnRZhzabXnOwoQ5WsKJnUB5sNYLCCXETDMBiqUUNmf/DO81+6SFZKfQQsEHv3EGP8SaXUHvB/Ai8AHwH/RYzxX5u9mhnPT9z8hPuLXU6uxsQI3mnWR07aQoN4d7qxZvphTbNjKM8C7qLh6guT1KKQk7XZJds24FuDH0twhs/Eh+y1LKiQI1OrY5maRCuijei1YfYuFI+XlB/2TN7LWL0w4eI1y7K0rFsDg0J1GlfLGxEMLO9G6iOHWwExxy1jIjikQQ6l8GWaYE5Tw+2OZfLBAl85fPl8S77xS/tSk5812yE5fBDyxnK19SkrkICRyWj7d9EozKqTYJFEuYjHe/J1ehx9dEBcLBN/mMRmrInrGp28yDgnCLwhoK4ktlt3Hl857LO5JN7kuzIBfdagfMC0WQovsfRBix+x8LQ7VqaorUKtZBMTjMLVQRSQNByZpg3xnUq2jI2/W24Apom0s+RHUpHd2Yqz87Hk0H/G6xak2LyVX/Csn7D2GbkaUqpcR0CRa/FInrUVe2ZJQJTSQvW8tbjOyInvdtmJ0tV7zSjr6byh7hy7KfK7Mi1XvtpO2v/68Vv00ZDrnj5K5O/LU0oAACAASURBVPKGb9wGy83ykuu3r3jczPhH93+cUdbxk/v3ObALnPai0EbDt1d30Cryn86+yTwU/MHlKxwUS14Yn/PHj17Ap8GO3htKJzecEBXPFmNe3Dtn0eU0nRR/SkfaVtBvi1DQVVbIHunYpO0d5MttFLFPFoses0XCbVjKG0V5MYhKrINEUa99Ru2z9HhXW/+yQ5TkQgk2DgQ9V6meQvcp3MSxZ1YYFba4uZFu6aJJKnDYFvarkHOnPAdgERyegYmKOKVYRymaZaAP+hgpkuVDq8hm3qXdCCpEJrrnwVBiiNx2Z9wZnXPZl7xYnf1Q1i5Ang10WSSUAf20wNxc8XsffI7d2YoXxudkeuDyYkTcH8jesSxvK7506xHf+fgWr916ypGbc9ud8YB9HvU74vdGoRVioUn+RZ8lgcKIb9AXYOrnG3vdKFZ3PX/ry98loJi/VvBH779E9mEBNjKMAnYpCummUPa5YvSJZfGFyCdnR3yijwCY3JyzWucc780ZgqZtHNZ5jInS+Wsz7hw95KQdU3eOzA6UbthuStdtxtcPP+J3H34urWu47Era3BGUxhkvG52o+cazu5SuZ91moCPdwYCuDbqRgaRvvfMC7tRStIqhiPzDN77Of/VjfyBcZFWiOs141HB7ekXx4kDTWwZvGOcdFzoSC88wGFRQXDydYo4e8dL4lI9W+yxXBbOyIXcDi93AxVhhlxa3FNxbvzvQHIpSZ9dSDJsuFVQ5SWhKb8BGZU5eThXSzwRR4tYHmvJErtsvvfKED9++zgYF9lmv3aZx/PZ3vojKAsW45fHJjC/feURYObmXGbFX5ueK5lUvKXg2kmUD+ZsVKsbn95Uk9AaTbJJaBsNCFdApuW7r8bVBgig2t2otxa7fD2LrWLjnimydfL6jgbgJ90gDatm0pX9aEitPDAZ0ZP4SuJUWylSqYUwrf8Y09qN7scrYtVhJtZc5p00XQA8wf5nnQ2lahlSzvKfHCsQi+fbb8xJV+Ofvn4np6+SfvsokuS8VzuuLEjfutueBQaMzj9aBOBIvMogNpk9eZZV+dlg5ip0GNQ743hAGjdkUqYlXjdlsMjSX84p4lclaXCvZxGmgU4RcRNGQrBcbMsd2Ex4UwYodxEQZhi3OELuFidTnJdOjJU/vHfzAa/bfl5L8SzHG00/9/98DfifG+D8ppf5e+v//7t/0AEPUPLscoxTkKWGoOYwUZ6kQzSFbRYaxY3K/pZs55q9NREFOTLxoRIHUQ2RIu2kVhJzgVs89VtsPRwB7Ja2XYerRtaZ6pDF9+lDEiD5fMK47svmM/CynPlY0R2HrvVWDkov4zsAwVcQzA2lSuJsqmj0FymDaSHki/0gbRcg0pou0ByXRiqK7ScELWTLBd5FotCjF6fUweFRVydUrBPAe8kwCTpwl5hn6YgnOEial0CicBZUSBxOlIhoNSigVpvWouicajSry71OlQ5ERrCbOxqizS+gG7Kp5/hiAXUtULVqjuoBKvEK3SiiZWqwu/UjRT4CoGH8iQwhDrtOmBln8KWZSUHFCwugmarvb97naernshwXL90oKD6r9d2LA/aXXrfmURLaxBHxx/JjXisdMbcPMrnnY7nLkFqxDzqWveK8+5nEz47IrxTYQNavO4UygyAY6bzA6UGVhm/oVoiZPauk6ER6c8rSJ7euUZ8+uOB9GzBMObmxafmbnHj85+5h31sf8s0ef4/f1y/zy9Xd5uXjGSLd8vnzM//PsK/yv61/lv77+u/zdoz/k79/72xyWS/7Oy9/gX1zd5e2zI0rbc1gucdpz0VaEscwRNIMVYH0aiGh7KTpyN1DYHpN6aAHxOS+GYhsVXZqeNlg8muUgfuPSdNs4Y4CroWTHrpMfW1T3Xbci1wMXQ4VJEdwbFRmgiZEsejw60TIKDuwCj+LAzgnpLrc5j/I+xoTHk0hrTeAsjOmD4Y6V+/XbnfCMX8+ekSvo/yUZbR0lkKWPmiYaJrrniR+xoxtGaqCPGqc877XXMCrwq7M3KVIB//d/0BX7/PhLr91p1lDlHfPUPYsaupMKO9dc6oLfvC9x2aNrK5zx7PyXKxZnO7zxyQ2++sIDfnb3HtfslWxmCMxMzeNO/o3RgTbYbbKW8qK4KQUhDdr2o8Qz9YrsUpSgjY/+TnnOn5gXhZ++UujOYBrxNqOfd6iaw8j0Tcf8Sx2qNui9jvmTCXrUc1iuWDY5n7/xlLO6Yl4X9L0IFX/+9BZKRXLXc30ikPXLRtTY3A1c9hVfPBD+9vfUEUfFAp/Wl9h3xPL0taOPOW3HnK8qfuW1d9hxa/7fD7/I+mQkHbRLu22dZ1eKThX87vVX6VonKtq0Y7XOOclHNL2lGyxaCUnFTTqGkwJjpEW/eyyS8BAN7SA2rKdXE5z13P6xx1zVBYu39xhG6Q22kXYvsv8XkWwRUD5y9kUn4RcplWwzBLa5L26UN1/I15thareKDJWhOO94/Nu3mKZC7em/WxPkL7d2NWJzcIF6kUOneevRNfG+j5V0LZ1i+YIkt8UsUN7LKL5psXXcDt3pdJ+PmpSYSxq+j0QbxNeeij+lPHY6MPQWlw20K7l26Mzj13aLd93EgW99uo0RykPl2bCJu8scBWSPHd2BR7eaUAV6pXjyM4I42/+L568tOLb1RnGWYtATGxn7qXt1GtC0lfzw0BqxSQx6G8+tjMy8FPu1xGyvMuxeg9KR7jKXhdomO4qJMmgXNQyK4FOctwJcwNeW4MKWHCO4RS3PsbbSeho0btaidSAEQ/RaNhRJnc/3akKQBEWQ1L+D3QVPO0PxtoiNKsLirrwv2muxJG2ZyMkS24uCHGzE1hL5rrxsNDa88uKpWFuqfzYjzxQf/4CL9a/KbvEfA7+Yvv4HwD/j37Do+6B5uJzRXxbc/b9lwEMPHYRGfLUHBdrLoqkPLPmlwjSe4rTh4vOj7QBYVAq3DvSlxuebk0hCuMFmQMHngIpsBuu7fU/x2FKcyYIcPZFkOtV0xNwRywy76Dj4Tkc/zVnezFhfE98cKuLLgMo9+iRDt8k6YKC4CPRjxeVrsPOOECRMM+BzQ68dbj1gz2r6w0r8yYMo4hJ+Iog4U/fbolXVrRTF3oMxQq3IcxikUAbEd5w7yDP01YpYFWDl4h6dFPAKL/v4vRkhdwSn0Tj0uhH6RVVs7RyhEoqFWjdQpZberEKvO/rDEc1+RjvVuLkBpejHFrccyC468QxZKze1IGSS4ixtHvYVdqXwBUzv+zRUmXbyhdrujFWQFuBmoeshMoxAdwrdKhlEmcGnBMvPbN3KSZXWa2XkprlnVhJ+ER1frT7GqYEvF5/gUTzs91iHnKNswe3inN988iWUEnVr8IbCCVe2GyyFG8jsgNWBzpttm7eJkjTn9LBVQmdpIffRUJmWp92UiW04cEvWIWPhC+4W59y+c8GjdofffvQav9G/zi/cep/bxTn14FgNGR91B3xndYfr1ZydrOZudsrxwRUH+UsMyUh62o5YDRml7ZlmzfY0jDPhGOuqJkRFaXteqk6pUl54E2QQxGgJKnFJcc/NwGrIWQ0ZuRm47EuGaJjYhjZYuvSfVZ6jbLEd0ttYMkA2CxPdPA/1CBn7ZkkXTOIrP8e9NTFjx6x41O9iiFv/saDfxlvyhdGRPhhOuglP/JQvZmfcsCe815c8GKbbRL2fyBr6GDBK0RPQMWKUp1Aep2Bf12gilyHDEHnQ70u63zBhrXLW5DSDA97/zNduGyzTrOVpr3jxC4+3sdAXbcXluuTy4RSz09E2jvXpmPyVgbv7FxxXc/7sk7t0wTJ1dzjO54xty9VQctWX7GRrQkzWhM0+Qj+n25g6FcSleB6nH2jyy8izX+ypvePzoyf879/6eSbfKrbX6Mn9QDCwuCPWuXZXrhWmUaxuB+y5o3qsmFeGvZuXXNzb4zvLuxQHNdfLK14YnXHZl3z32Q0Oxiu+vv8Rv/Xw84B0RnYy8WA/rSc8PJ9RHvWsEr/7cLTa0mucHuij2XqSv312i2ujOb92521eLp4B8At3cn7z6kvQ6JTmp2EQ8UN38O79a3DlJJziMqMfeRZlzuJknPysnnHRsjNd05QdiycTVKe4/GiHD/IOZ2QAyV/k5NdliHDe5JRZj/rCGUZHrr51AF6RnyvWx4pmRzN5OHDtT9asbhYUFwNP/1omwU4mCUYr6eYNKUQxpja+ilAfKyr59bBraPbh6GOP+ffjFPq3W7sRCbc4ydH7LdFE/KDR457lT/f8f8y92a9l6Xne9/uGNex5n/lUVc9zi2RLZCRSUiRojCzbCWIkyHCXIIGdXOYif0GQCwNJLhLYF9ZFBiTIBASyhRgW5CSQIiuWJZkSqabYZHdXd9dcZz57WtM35OL99jpFwbDYVovkAhqnus6pdfZeew3v97zP+3t8JbHd0SvCIkONHPUbNZXT7P3jLA3LyX/bAfu+fR/TvEzqcPnGonTEmIDrLDFAfVkKAi5FPKuhk89z7Ah1MtybbUGKECOCglqjhp7YaXSzNVCLFSSaiJ979MLSTQKPfy7KPmpNfqkpT0Vgqo4Cs/c1oXqGCLUV/jTScUmWEFvQD4KrFAoSvUJnnvq6QNkIk46utugsUOzUtJtcEiS9EiJFKv6JSiwmW1tGI5Ho2gb8Qq6TOFCYLAhhZtriVpmo76scMw+061y8zqsMu+OJQdFcl+iBo9iTjmn3aIQ5krqqOo40jaI8g/G9SDtVZBvBGepkj9VN6iz5FDo2ivgiSmZKEBV6cCqLH4IkOxeX6lPZhD6LIjkCv6GUisDfiTH+CnAUY9wCQJ8AR3/6Hyml/gbwNwAGR2NmRc1jpxg8Wora6TzESByVFOd1H6tcflxL0agVqunYXzaCZOu8tPlTQbjl/arOU90e4YbQTSSDXncqMSOhm6UTaiPIFYdgdPTVSpTaIgelCJkRO0HlmH+rZXrPUu/mXLwtqy51kYvxfiAX2fo5uPpCwC7kd12/Bqs7Ayn80gUZsoyQlYzvQXklwwPbQxqtFP2SkJcuqBgF+waiKJelKMSDAlU1EqutNappiVoLDWM8lH20DtUmlJsx4mve/jatJJBkWBJnI6FsuIByHoIoCHmZS9z2ZIAvrQSXtIF2rGXhMZRTKVt2mKrDJ8azGwA2yOo3DReUF4F8LWr8lhvtCy0Yugq0072qrIL4kaOGZqLxpay0671IKCKmg3xxQw35iz5v//S5u3u7oI4Zd6sDrroBi3ZAbgRXNssq9rJ1r4JedUMpDBPObJLXrLqCeVExzKTIPBisCajep3pZDxnYjjqxertgmZi6V067YCWhKG1dsBzli/5nlr5k4Uo6YzAEnisuefGFcx63M/7JyYv8kX6Onzr8kN+/eJHfXb7Gh4t9MuM5LJcYFRiphs+PHjLVFQd2QR0zvrZ5secZT2zD185us2wKRnnLLJcieZw1DE3bo+u2aXYumMQe1ljtqbysbibJxx2i5qodMNAySNUFw8CIxWS7jyZahkZCWjY+Z2YqNqHoleFCd6zTn7cKfKk6SSRM/uFje82VH7JJ3OShbnq/eBsNPhV5z5WXvJmdoxGFeq4bZnpDrhS3cXRR0RHJUEyUZklgu17rIkz0lqIRGCnHjxQP+LDbQ6vIsb1ONo9P7af/TM7d4dGY16enfLi3z3/w/O/07//UTfivv/HzlE8t2QeW5eda/vrP/iYzu+Gkm3Inv+Rf3fsap27KSDfMzYZ1KARhGOT+NDcb/tbdn8UsDc2utG3zKxnO6aaSyhdN5OD305CQBnMpC8Bfe/gFRn9ckqWETu1len97mKpjL/uK6f4dYXRfkuX0tWV5skc8btE2EL495h+evINqZTq+fGI4Xezyv91+jvBczcHukotqyHVTUneW6+UQX1nO2hGrTt7L4WCJ1YFVUliy9Jk+qmZ8af9+z+DOlOfCjzjKF6i1wa50jzBVXmFqULkiPpJnBZWkk4ZW0d3bwYwDIY+U+0J6OX08Y7y3YXS4ZvNgDArWbcb+sOP+ueD55sOKq82AedFyvhzhPhyLJVYhwRWTyPiBFFGLFyzuLZuUuZxsJc+8bqLohnK/9cVN8RgtOCtDfLqFZm7wA029B9HExGX+tKfun79eMLvzNOyl8K1BrSViXI87SXJTEqJBAD3tiEGhbYAscP4ljV0Z4fdLzdYXqQB61Ik9I21aR7QRD63WgW5ZSPF6kRPLIOgyrzB7TV9IqlKQcUrzHa9FjR0sMpRXhGHAz5KHOYCpNaY2tAdO/L612DViHmiOgjxzAzBvufqSZv7VnOIyiHqs5b34QkhSW/U7KsEohmcsMTEquk2OHQo73KXOSrzKCfteBvx08ogFRDnebgEhW2xV8kYTFhbGXrrnpUPrSL0oyIYdZtbQLuUgKxUpxg3NopD3lywsxawmeE2zSnVNHnj0dC6ovFqcAfWhoAuDDeLnljcndpJM3jvPLBSiFeKFbmVB3s4UvpZ7Rcgj3eRPMZj/jO2zKJJ/Ksb4UCl1CPxDpdR7z34zxhjV9oh859//CvArANM3j+LT1Vh8UYXFbBpQSpTcQU40mawElJLCNbPQOcKwpDkeUZxVhNKia4e3Gl078dF2PsUfe0xjJWrTq77tERJSrHhqKS8EA6MiVHuW8mCGqjoJ3ogRs2nT1LBg0Oy9E/RLR2wORuRXhmhTmt9ekH0P5eYdn6vwl4UY+NNwRLQygVmeQjeVwcR84RNQO7V3XMS4AC4QxtI+N6tKBu861/uPyawcE2tgOIV1BUaj1hVxZwpWVoNKKfCpVZm8yWpdYa5XqIM50Wp01RILQ7MzwK4dtmklnc/nqKaT/XYeUzvcpOitWlHRtz+qowI3KGWoYBPJF9DcUjQ7ivI0yo3JKaIxPVMyKnkQtreM+JwTqm/b8osmfV7FdrUPfiRT3L7QZKt/oeSnf6Hz9k+fu89/ftb/TO0zrPa03vZFbhNsH4CxdAWLtmSa11w1A843I0FcVSMyHVg2OZkJGB24YEhmfCJKhOR9Fb+sR/UJdNsBM4AsxTdvh/JqXzAxYvnows1AmhSuM+6Mr3HB8Ov33+bqYkx32/DO7kPGpiHTnv/20U+Ra8ePzB7w0vCUPb3hb5/8PP/XH36O4xfPeXV2zldmH+Gi5sF6zl65xqqQVMSQVFl5ihoVbvjGwSbaRUGImpFtWHYlVntC1ByWy5tj5zNGtumJIaXu+oS8baKeRzFUDq1srwpv7RPLEJjoBk1gYgJ1yDh1057ykSnPOhS00TJKhbJOFIyLbsz760P+ZLTPF/IzroJlohxdhCbG9ByJTLTiE2cYaoePmlIFLkJOmZRUj+KRm/X7ftTtcO2HLGzJVN+o8d/rc7d89U78+199h2zakinHnlmxCCXP5+cStbsCFGTDjjfLx4x0w55ZoVXgH1y8wy/u/EniB8tnc9techWGvJGdsIgF/9bzf8jfOv1ZzJMCvMINxGaRLTXNbhCWqpFCbfmiJr9U/OY//jzjTzTFOqGd1I0dYH0H3viZu5ysx1z9wYF4Tm26f7TSag1zR6wMs68WXP+Qw2wU3QzCIGAmHX/5J77G3/vWOwy+OqR92bPYlN+ptiEt9KebCfeeCprv9dsnPFdekaXY9LNuzJ3iktdGpwA8qOd8bvxYFmq+4H/8xpcxlcaXQksyG6EFuaE8yLsDx2uvPOHh5YzmgTz3ulGkONe4UaQal0yHNfgUgayAeUc5bKnbjNGsYTBoWWSJv+w1J390xPCRYpAGo9e3FSbTFJeipmWr2Ptbs6V4xH0h9gRb3eA5BZ2VqADJohiVxI5X+5rREy+2lxmsnlM3A9x/wefus+dt8eJzUXW6x4zFLD7TsYhCUlDIoFoU9TQqRbzOmdw11PtRrLZRlH0/kAVCnHaEzgjtoZE3vt2td7r3+qrCE9IAYDlrqFe5DLlFhR5urZEQvCJ2QnPI92q6xsKkI3YanEZ1mqgiqlPoTuqSyXsZqx+uiSairzOUg/JMiCmr1zpwGjNwEhOfgrd6VJ8GvdE0UTq+etLJuZOsSUQhdoTUgetqi8kD3iv0bkN3VdKzjyM3BfLW+5sHskGH01aOhY7EQRA8XJT9laNWCtatTSUXZbmpMyneo+zLO0nRbK5KVGVEdbcRM2/Zna05vbeDLyJ2LTYw3UC2SNdUjnxvqZOirPoCWXWgO/mctAO7lgI7W0nN5YKi2YH8+rs/Yf/cRXKM8WH6eqKU+lXgy8BTpdStGONjpdQt4OTP2s8gc1x3opxiTa+QxiJLK/GATtYD1XRSJMaI6YTba64rwqjAbFppmWwaMAaMFlU23WghfVUQyoi9NmRLqPfkZ7pxxJWK6UcGm5RX1SYznY+ophXrQVlAiBz+7iV6WUGM+P0p12+MWR9r2pmmOXKE8wJmHWFjYb8jLxzNJsOtMpQzhAxWdxSDc1FTAUyzZS5rsFq+AsY9UxwrJbaLtpPQD61QdSPHrnPyPeehyFCNxw8ydJ3eT+dRlwuxa2QShx1zQyxEIc4WLWbdojpHzMQzHMYlqpHjoKuOaDWhMJSXMjWgQkS5iC4V2eYGB+eGoFeG4jKtHK8jm0NNk8siJV9Km0/ed8S0UB0kfif0MZ9Rp9QcQ08k2W7VvmL05NOpcZ/VeatS+1+ryKIte+oDTkgVA9Ohiax9Tu2y3j6x5bS2wXBrtOC8HlFmwtMc5w0+6l5hDFF8yEPdolUgRFGmPaKSCiVD4peHpulJFpl2THQtTFd9s3pugqjZX9n5CIAv71iaFy3/9PIFfuPuW7xz+xF/ae8bFDuO3zp9nd94/DZfH93hp3c+4OXBGfvPXTEran5u5z1GuuGHxo+4bIa03pBnjhANa5/TpIIdREneKujbqOqBkSI6U4FJVuOCYZRVyb+ds3Al06zmpJ4wz+UpXqmMw3wpKnoKECmRwrlUrlfcs62JD2ijpVSyaCmfUbZ1WnA0Ieu5mUYFfLKWlKrjrfET7phrfISJctx1M+qYsfQDXs+fMtctyxDJVCAj8shPeOh2MAhRY6rrPuVvEcoUiR37qOqPu33eyj9d6t5ndu6qyJuvP+KNqfyooO4C61DgOoMx0M4irxydiWKsN+yaFU/cjImtufJD9syK31u/yk+M32cZBtyxl5yHIT5qPq73iLV4kqOJYMVmES2YRjF8LJP/16+J4moamHwkw3kSjCEqUTSwueN5/YcecmtwjSby5b/ySb8Ae1RN+cPZS6JQ2YBqLIvXJf2r2Q/Ypaabe9SDkl+9/DFi6fEFDH9rzOyvPeL+yQ6DYSu31igUo71yzeNc0HxvzZ4ysxUXbkQdMsbJWrUNtzkqljxuZ7xQXPComUmbP5E4TFLEQh7pnm843F/wxdk5Lw3PuTWc84+evI2uFeGooSoy4tCTDTo2bYYeOqqHYwD0fsMbB6fYNBNwPFmyvBpycjXGPx5SrKTI6iZS+IUs4suAGxom9yLVgWJyzye6kDCPq700D1KBK2HywONLKXzzhUf5ePPsaQLaB7qRJWoJ7xo9ij3O73t97sZCni+qkk5urzAG8R/EVgkNYfv/QRTbLQ/al5FsoYWQYoFZJ4ulgODa0pCbdxqltNgKNgKr3vqNzbSlTXaM2BhRlZ2WQb3UDaUImHlLu84x5xl+7jCjTkoQLVaEmF6vbRTVYUSf5fiZI7/StLNAdRwoTjX2yuLGnrAuWL7Vkf+TpC6nAlg5iEWUIh9kOC4qfNREpzG53Iu1AW0C2UCUZpOnO/LWFuIEbad07JVlXbpeGc8GHW0twp0qPLE1qCxgc/E/68yLtQJZcBrrsQqajdgviJrgFaG2/We5/d2hlYF1FRTZSiytw8cK81QERDeQEJuQyXkeDQxOYx/hrZ3UhSKqkkJwUrc6hZ2VZ5Fm57tf3f25imSl1AjQMcZl+vMvAf8Z8GvAvwf8zfT17/3z9hNSQIFyCkIUP/C6ImYWfblCDQspntMAWxiWxMwQSovPNLpC7Bibto863np0o1LoVtTdqOTmEYogJ0GnyU+0gNZTQhzIjbk6LpisWlTTSVEcogzBOQfWEq3BXG1QW1XXecyTS3ZPr5kdzrn43Jh1Y2lnEWes5MjXhvakgDyiG0mOcyNZtZ18MZOHxH2F8uKp3hxqqkPL4VflBjB/lAv2TafjVBa9LQVtZJAuz1CXC1lMdI4YI6jkbY4SBR1zCztTsU80bRq/T75nHzHLWuwbeSbqeQC9kLhsOkcYl2I/SbHb+Tpg146ooDhPN68giYKmgnAn0A0toycBN1CMH/n04BSVfnuh2wrcQJRhY8WvrMJWbVYptVBW/n6g+6GGbJX8Wd/j8xakSBblUbxg6y5nkjfUXlLblrpk7QX15qLmqh6IpS4I6zfXno3LybXvC+cuGDLt6YLBJswZ0A/oyXCYZWbWEm6gHF6J/cL02geUqVDchDzFPgtZowkWFzQbL8VbpjxjvcXH3eXd5W3+m2/9HDvDir96+4+5X+/yYDPnKLvi2t/iaLzkZD3mv/rGL/LC7iX//p3/j3/3+Pd44macdROeyyUJ66SbctIKa3blRTV2UWNVwEXdD/CFRL2oohTVW/JEoy2Ns4ySKu+jYmRcfxz2rQxDSrGbFgmqTZi8ORNT0UXDSAstQxO49qM+Ke+sm7Br12RJna5DJuQR3VHqireKx/yD5oDzMOS2XXDqNW9m1xhkSC9TUCcpbVd7OiBTjgOz4CqIsbONpldpS+VYhpJDu5BFQCjZNStavvtK47M8dyPwwZMDzjcj/vWdrwp1w15x6kf8x1/4bf678scpVeQXDt/Do9AqcOonXCUFHsCjeWd4L/GnW9ZB7EdTXfPK4LQvkEOG3Avym6ClbqTohnIf1C04o5jcC7RThSvFa6xu1xzuLvix+SkvDC540kx5bnjF0pV91+L2YMHtL36dPzy/w9OLKWG/JW4sauiIPiM4BaXHt5rsWtNmgfFPnnL+7T2q371FyH/dWwAAIABJREFU3A1M9ha0zmBMYHk65lu/9gbdO4ksk6LO97MlTci47IZMTM2uXfO4nfG4nvHRYhdzEDhvRowmNZunRa/u+VIe0tn9grOTfU6PJ1zcHvL86Ao1a4ldgdKR2UtXGB1ZbgqWJ2MIisHtNW2TMR1XjLOGRVcyyyvWXcFbLz4m156nM0mqvXhvT2wogAqKOHHkHxjWtxTlReT6FdOrjqaWTt12cWI3klQblfB425lN+5FBt3ZmsFWguOjwpSUY2Bx9Ohn5szx3+0jkLKJaJR7hoDDTViwXUWHKTugqEVhm2NWW+iDFVbObhJWeYpG+FJ64ERxiCEpQr1F+h8m98JGjQusgz0QD3cai8iCLQhOh8JjCk2VehkVbGc4jIYmN9QSvsUOHtxGXa/xYY1caNxSvfjsLhLHHjjrquUFdZAzvW0IB9XHk6m25lkyt5N8YocSESRJXgk6LBFAmpGjqgDaeGOX7obJkk4YYkkK9zHoFOT5j0wirDLKAHqUHcnFDxjAj8cWHoPGNzD3ZoZPfZyUS3NUZMaRFzchhbECNOvLcUV2VoiQjFo5B3rGygXauMRvF6rl4o4R3kZglcbyU9+6LbeS9DGzKjuQz9jNJnRyeiX++m0Sauf5UHZA/r5J8BPxq8rda4H+OMf66Uur3gf9dKfUfAp8A//Y/byddZ1leDckcaBeg7YhFTiwsscjQi0o8x3lGLAyhEAN5N82wG4+uO1FzEz9Y1a2QHjJJ32nn4sMSSkbAzDr8ImPwUB5O9X7o2xax9MQLi62CFMhNJ8SJi0sp3otcvlaNKN2bCuZTKJDfXTWYB6ccnC/Z3RmxfHXC6ral2QE3DoQyipG/MbR7N4Mt3VThHDS7qm8fQCS/VsjyllSM36jJWw8yg5IwTCu7GCHPIMSeaoFRkFZYGCV+5WhgOgI/oDkcoX0UpZ4o79kHUc1doDivbzzi05F4ml1Adx7TBkKhaGcZug3YyhOUxo0N60PL6jWHHnVob6n2NGjohialFiaWYZrU9QW9V3yLwVOJXGJr5EGzjKhL2Dwf08NXU1zAP7u5/Bd73sonpBjpRgbDUhJXabp+AEqrSIiKNtg+RAOg6Sxl3mF0YJrXoha7nNJ0tMGy7mSRd12XHI5WEoaRtq2l4EG7d2OfiJomGoapINwqyKvEeNoqr02Q6fmthxJIGDnT+4ffHD/lpeE57y2P+F8/+pfYHVb8m7e+ylxv8FHzyviMNydP+crkQ/FJR8OuWXE7u+Q0m3KVwkrGpuayk2JxbOR1bf3ZWkVcMD0buYuaabJVbIKg9DIlSXzVM/7i7evfbtduwH62TTI0THQtCrwWBfnAinVjpBsWXvjMhfKEqPrAkY0v+uPbRYMPmomu+LA9TMQSy6MU8vJBNyJTjlM/JVOOUnXJj2spk/3jwo8pVSq8Y0auPFdhyLFZMNE197pdmuQPmpsNI/Wppp8+u3O3Nah7A65fjDzsdng1P+H99lA+T7viv/jC/8G5H8v7dVNO3ZRje82Ddo9XBqcc2IWkN3YzgtEc22sWoWRuNuR4fvPsTbF3eSXBW1qu6+GjRImYy4zINtiJKLYLFaCdRPxexy+99i32srV87kSOiwX3ql328xW/+s0f6R/q4/01P/3cXQYHH/OwnvN7778sLeGU/pU9zenmnk4pyocZl5MR5taGZixWkCef7KGcIrvWDGpFsxsJSTG8V+32A6gbn2N14MKNuLve549PbhGjoqkzvlUeEaJidTWEQSSa0CO0zMKQbSQ4xLuSb9W3eLA7J14UmE6xHakIEQZFRzcQekWMirzo8EFTe0vlMkZWPJ1dMDQpbGiUt5xlkWwJpo6s3u7kGTOF8X0JBcmXMhxtOqEKbTFoEo9MPwQWjeptbc2epP5VBwo30jz3f7e4UcQ0Skgjn65O/mzO3XRO4RRx5FAjT6gtqtGECGraiYK6yDErLUluuSj7biw4wbhNjUO8wkqnEI2oJOlt6PFeE1YZZq3xMxkmcnUaXvOKrkk0iDxAHoToEICgyHdqYoSuM0Qv1Ia4sZixwy1ynJVCmCxiS4fXET3q6GyO6hRmI2p9fp3RvurIBh2sczYvdRAUqpNuBYjHvw8S2XO9LSQm3BtIQaxNQOnkU95Y+TdBvmdMoKsSwi4qAcBvFw15kMCQVkv4h4ny2re0METoRIn6rPKkZGfPMPa2ZI1CXme3zsRLbaXYjhuJto4Dz3Ijq7fyRHz84p2RTrMEjUkmg2noZ5GiooczECVeXHeRbgL1AQwuRZUOZcCN1XfgJ/+s7c9VJMcY7wI//M/4+3PgFz7NvmzZ0U0t9X5JGQJ6KQN6UUEYFuhGopRpPDqAbh12UROGeVpRWlTbwaBIRWAU6wFQPm1QL9qbpDbjCQNN1BZbQXGhcQNpA4bWki0Vpg43hWFVCRpNGymS5U1KMT4oJVIyM+nDlNjquN5gNhXzp1eMb+9S3RqwOTRU+xow8iCYiRfpWStBNwniX86jsDYjNPPtJKwST7JSUiwHOfliZnv7QUTBMIWGpNeZlo1yAfsoPuXk4Y1FhqkTFm77HholGDctw4/tbsngzELdSPx1kaGdxGxvV23FRUOwGkJEt14Qd13EXhmy/Q3dWHxSdgO2jmlwEfJK8HztWPXsTu1lnzdpheIr0k6OGRGyK42p5PzoJgr3KQhwn+V5a5D29LbIGlrxCgPk2rPqCkpzgzSzWpA5k4kgpXLt+6KxNB259uTa45LSvD9c03nTF7FNyBgqz65dsAyDHgEH4KNGq8i1H/St6Ex5LtxIHt6+YGA6MtUxNg2XbsjMVim6WRTYEBVdsmx8ZedjvjS/z/16h//hkx/nYLjmP33+1zEEfmv1Nv9o8QYnzYSf3nkfrQIfbI6ZmJoP6wPurvaZpiQ9gP1ihUspedsgEas9TYrzHqThp5Dag0aHPoVvwE0oiIuGtZPwGh91X7w0IWPji56osH3/XTTsmZXYMnRHQNNGKbRnZsO1H6ZwEhnUG6ViPleePbti2ZWcuAltNJSqI1eCljt3Y+5kl4xUS6csm1CwdmNy5Xufc6YcRsVenX7CtB+O27HSBViGkprv3lD/WZ67IG1qd1XwN9/9ZWajiv/o5d9GEzh1k37BFaJm16woVcehWfEz429yv9vrhx9fyU+42x4yT6E2T9yMXHl+Yf89vvb+8wmxlbp4I08zV+TXQrdx+sZOpZ1ic9sT8wg6cnx8RaGddFWi4dKJgr2fr2QxUxvKRxbTgL835zeqt/i5V9/nuFzwM299m998901QkTDxhOT5jLkM/MbHJZMPFNWBojnylI8NzV7A58n/uFS4OzcWrstuyNg2zGzF2NRcuyEXzZCmscR0bb/36IhwXmDX4p3cqlkUQWg8iRShW4XqMtZp8WDXiuYyx0/En26N52BvydNPdmlTcRGCYtmW6V4RqF2GC5oXJpc8Rbo1cSyprXYDuwcLLk6mZEu537ZjjRtAtlbY2hONhG3ly+TDdtJxjBq2yL5gJbQiaokTzxfQ7uSEQSC/tpialIr7vT93o4pQShEWKosZOeK6wK4VncpEiIpiqSRG4tBTzyJqY4kp+EKpSFhnKC3DbqFOYSOzDiqD1gFvg3RonYY8oGxAp9CMbcy59xq/2uZ5pyAOn1TVNqnOow41fuZguXRRtJqQKbLC4Z0hmzV0VwVu14FT+EYTOkNbWzIL2bTFnZUSvDH0ZJdWVGQFwzsrYoQ6hXkUg07wb0FLszl5gsMW8abkM/frDO+VFL/bwpb0bDdyLSqdFlKd6u2qtJrYKZiEPmjK5B63zjATGWSMUVEUDpPO4TZk6Cxgh56ullhvPXCExqCWlnzaSCw1NwhCN5Buh3bgcuimcs1sGdG9ypxEtWDEwhmNeI/jSjpTulHYtSFfKOx3H7j3g5G4h1d0q5x8oTGNS1OVGn12jfYerJUBtbZDWUPMLLEswGr09aZXVolRbBp5CjfY1PjdMc1+gRuKikGZ4iJBZPsETjeNwqtI1sjJkZ+uk80ioKwl1mK5iIAaC6c41g1Ulbw2Y+hlYUDlufihBwVm1TD56iXD/RmLNyesj8XzVFxI0IhP0ZI+B4LuJ7+7sexv9ESK2DAeolcbKd6VguDld5TZTeAIEI0RL3NuhMGcaVQX0Ntj6wLKi+cs5opumpFftn1BHYcFuAyUwo1zsatsbSUpBtuNM+xKLvriokP5iJ9aSRU0CtN4ygsIuaE6GzJbC9NUeYn+dAN5gLQzRTOXm+3W7uKzm8lj5cGnSeuoY38TFyFO1IHqUDiv35ct/VqPFLxWe9pg2S0kJdFFTetNKp41bfIGh6gojBPWsLdCg7AtLsj3d4sNV+2AygkmbelLLtyIXbumjpYi3jB+V77k2g0YmyZFZBe9bWHpS4wKhGgYmI6TZsLE1gxMx9Ak5dONGJqmt2c0IcNHTaYdM92yM15zkK949/o2/8m7/w6zQc2P7t3jr8y/zsftPq/kJzxxM76+vIMm8gf3XuCVozNemp33C4ZNyMmUHJ8tuq0KOU2iV2y3ysvP3a9302uxNMGQqYBNVAHxXrcU6fVuFfCJqXsf9NaTLMzZQKYcV27av78sWR+ETKDwadXYeRkO1ASedDO0iryan/DQ7fSDfXXMeDU/oY4ZLYa53sjwGkJ38H2BbgHHMgyoY86VH8ln5QesXMHrg6f8SX0nHfdvfhZn46faVBD7Q/nEUocR7Tzjvzc/yV9/8bd5JT+ljhmfNPt8afgxi1DyxM35n05/gjZYfn73PQ7iQroo6f2+19zidnbJsb3m/eaY//PJF8hOsjSBHtGtkmJ1y371kF9tCzOF3cDwl8/ItAyvzvKaO8WVdDrSdSEdioaqy9kOJEUjg2/Bab55eUTjLGeJ8fziaycsm5yLp1PMlcXPPN08kF1q2qmi3QngZRAojDxkgfKsIFiEiAD83r0X+Pztx7w6PmOczrFNyLl3sYNrRJEzNhBaQ3FuBEtVqZvi39tE8uGGexsUqtHYpUToFueGpZlKolgiMpiNJgwVxgYGRcdlPeDs7i5vff4+SkXmZUUbDJsuw3mDuRR7X/Wch6dT9EqG1cvzjmZX7ufF0mMqT6ahuPb4fOtLDoId1aqf+1BBJWtGIKugHWnasSY/E2/55JPv+Sl7s2VR/K0ArcavLdlRhQ8aDfjKoEeuJ1v4ZQYo9I4E3ESnwQYpXrdDZiNHXFtYiT0yBilww0C8vUqlroD1ibEt96PV6Qgzcn07MziN3mpmXgkHOQiKzliP1zEN7SEpfF7j0whFdy02nWJW01YZQVnU2hCziJsE4pUswtxRK4OdW6eWhvWZdO1UIa+rOhtiJhIprQ3C246KLsVpExR9bDZI12Or/BpEFU7/pi9tFKgs3MRce4WrrDC/E9UDHSW4x8ngo/ea+nxAsVth8oDNhDcdncYMI91KivYw72hWBYd3zlkzojwX65XuJH1ZRbEJDeo01MtNjaBdvBneC7DNVYDY86PzhQhxg6efrgPyA1Ekq4Cc6IUUQXpd9wVZnI2TcuphWAqF4WpF2Blz9cYIFWF6d4O9fwbWENcVyoe+mDNnC+ysRDu5UeEVZiQ3oWYnEJWWyV6VVviptR+NAe/7JDtlZKAwjof4QdbvOy46VNuhqoZwcUnoHHo0gCyHpkHty8M+ljnmcsnO71wzPZyxennM8jmDcpA3ojpUR3JTaueh91rFDLpR8pm1nRwHkKG7gaizqmqJw0JsElsFOQR0E6EVlTtYTczEt6xbL8ErXlaStvK4kcUCKtvaLpBj3Xq6SUacjlAX17JwoES3Eumtu0A3tthlI8W0gvLRkmg13QtTVIBsXtONx6igkhosD03l5Hjn1+KF3pIsurHCpdWhmPFlMRNy1ascPkaylTxw7Vp96gGSz2oLUewWt/IrQJTllS/QKrJ2BU0wzLKKtSvYuIyjwYbKZzxYzqk6y/5ww365JtOeXDtaFXuv7kG54rQe0yVO8paL/GzksVYBTWQ/WyXW74iLbsTcbvrhohAVC1ey7Era1KK9VV6jdeyL44mpWIeCazdk43MO80XiD1dc+DEhKr44v88Pzx/w0WaPv3/3c/z28FV+/OhjjrNr9uyKL07vs/QlX37nI47tNUPd8G71PHATtNIGy8TWVD7DKt8P7w1sQsAlb/zAtOKdjqI+o2HZCnKuweKiYWRE2duqzFv1WKvwHZ7tLkq09NxsetV9pBtKLVYJDb2KvmtXhGSZGGpBcZ37MSFqbpslF6FkHXNK1fXYuBA1x3bJVSipQ84yJQXK8GVkbjYsvQx1HmXXYkPRI7SK3M6uuPLD7+Upe7NFsCtNfeQo9iv+jde/xp3ikjpkfNLtJ292x/vNMZlyHGfXPN7M+ODDY36vfZ3br53yn7/+d7nvdjjOrrnf7vFRc0iuPHeyS4wWG5sKgANfBpRXqGcEtS09QXvpFv3k4Ud00fA7j1/muip5aTzjpfKMhRtwd7XHoil5e+cpI9ugbKTZ8+y9csnPHN1DExmYlofVnLP7c+zS8Oh8xi++9i3y247fefwKZw/mMsg3DRLxayJ2pelebETd84rN240ob6kQeP7wKhXIDZfdiCs3xEfF0WzJxxeHqE7jbEDVRortLSq3USIK2O/k8oIcD+UVJj1zTI209QeBsMpQQ0fIopBBXthIF6bVEBTf/PA2+8cL7j3Z5c3nnlJax2lVsv/2GaO85WItr2/pJqgo1jdiZHjqaceGdixx1etbWuxrETaHmnwRsU3EpYyBqJWk02Uq2TDks+yeb8ke5IL3/HQ2t89kUzq1+9Mcip1IrE8I+hmWb/LRRmDapWJQCti4sYJ6qyxm3KG0qKc2d5B5KVRTOIZja0GAsLGoIhBNIKJovMZmXigPQewF3UYWb8o6cTduNMW5xFzXtxRhN1GvsiC/G3C1xbeaYtTilRTo7SaXIdRxJzaQoEQtMhE391LHXGbyfF3qNOQqHegtzs5O2zSMqCQspLVSG+YBalHGsaJmA8n+IemBMRXQ0WuUDf0+okb2mdBxajsUqZDhxUIGZutlQTFuiM4IZs5E2irDFo5mKYi4YDRtYxntVnivadY5kcj5Su6Hbpg6sotkKxlKPVDvqr6DoaJ8X4VEKNE3BCztbhal2VrY6qaW+0xqGH5X2w9EkQzIiip9Vt3R9IbTh3ikRFpP/ppiTswM44eiQEWl8Mc78vP7U1CK+nDA+Q9lRCP4D1m9g72UdouxHipRL6IWVMg2rlM3yJBejHB5LTziZHNQVSNWnMWacHomNgwfxJIxHKDmU3mdIRCDJ15cyr+PkegcKsswj86ZnS0YPt7j+pUBzVyM51ssnQDolUyq1opsnQ6E0WKzUEr2CbKAyLZTokKq2GLrQApdnGSMiTrgUzdFsHDBalxpsLXg8vrNB8gM3UTCRnCi6IedCarp0PVNQZ6tHKqSWOBoNRdf2uX0lxteOn7CL81O+K17r9JNJSRmfUcenPmlxtbycNh+xu0otfmSymTabStWTnjTQn4t58nmWHxzppZBPv3pUqk/sy2i+ujlpSupvARzlKn42zj5nlaB0ji6YCRRbHLJyhVoIm0a1AtRMzIt82wjg2spOOThZiYDdtrReNuHZ2yn6yemZmIqln7Axuf4ZN8Ya7FUtMGSqcA8r7hqB9wqr3mpPGdiKtpoaULGt6tjnjZTRvYmXMMQCWgO7PKGmKE8t2ZXvDV6yvubQ37rwWt8Y3yLv3brjxjqlrGpewvKNnwBRL212mOVT0NXYrVYu4JCOwbGspMK+4CCAItQoolY7clUYJBvMGkRoRNRRBMp0uCdUDu6PuZ6E4o+dW8Tip7hCzJQN0xouFx5FmFAqTuWfsCZm7AJOQ+qHa67kq9XL/BTo29z1+2y9AN2zYpTN2WoG/lc8HzYHVKqjkfdTh9QAvTF8VA3UjgS+XZ7LEp/Ok5zs/ken7VpUxCKiF0Y9GHkf/mDryQ1CfE95jKkM5rWfUCBj4rR/obMiCXov7z/lzjbjFhWBZNBw+Foxd/545+nODXUz7eoYaA8EW8sWixkbiQdoC1qrLyUa3rxemQvW5Npx8/fcYxNw8TUPGx2mNqKo8GSt6dP0Cry/zx8nVgZ7rxxyr98dJeLdoRWgXU7ZmA6fvpH3uOfPnoepSRSer9Y8c7+I97POu7fPaA4NQQL3TzQHXWwscJzHyS8l5cCAaB2lpmVUJjMeArtblIvpw3u6ZD8woo6HEmJYNvuF33Ca2/389ISzi81Jgk0MkyW7r8qwiITjNwgkJvA6umYl159ymoqwkjjDAd7SyqXcTBYURjHqi34+MkeYZUx2N+AifgSlrct8w9bopFnSb1j8IWg90wHpk0BVlbRWkU3Uj2z31t5T82OzI9km4h9kuMHkWytPq0n+TPZlBJbgFpa4rS78QknP+x2WE2XjuA0vjZSDNo0WAfy2Spw6yxxgSNqZeW8t5K4553BjIS9rBqN2m1EVUUK9eC1FICapLYq8lGLa43wmzeWkIEbRbpZIDuoiBF8FjHlNuwkl0MYoNWRwV6V0ugU1ga61qILL4psui7RogKHIkiBbOQ6Vh6CulFJXWPIBl3PTdZa0Hg9/7iVGaEeERcUPIPWkzcqhAulo6jr3ggmLx3vuLVkbAcpayOvz0S8M7hFzuhwjW9TUa1gMKvxXpMNhCiyfjpCpfkBdGR+S4rmem/C7K6Icb4Q337UImLqTgb1JLGT/vXqLooH3UgdUe+r9PcCBgj2Ty1Wv4vtB6JIjlYiOMNygB8YtE+0Ai3F8ZaEEFVi/m7dFVqJzUCJrQBIHGBJrrMbcGNp3ftSPCq+SLK9iTS3G4LNyZZywWxXJ74ENy3Jr0victWj0qI1qNUGlmti8Kg8J7Yd8fKK2HZCiLi6lmK4KIhtix4MiF4sG4AU3om+YS837Lzb0e6VLF7MJVKzVvhxWpmZmFZG6cKsGmJMmejbgnYbNLK1W2hSn0d+j3KpYDdKrBnbOMcu9BOe2VJ40KEwqC4IIUQr9PUaOy/p60+lhNtc5kSjiVazOc7lJrsqwIg94+Rfabm1f41VgZXLmQ5rzl7MaNUAP5TVa1gr2hz0QPUJSD75kbeFsc/pE518Lqu/7UnfTeQCyVaixHxGiXufeguJNPHB5ohHmxkuygBfpgJBRXIjamKuHRUSf6yJNMGKcvzMIFqICqs9M7vhh8t7XPgxp+2E3NwEaYC0nK/9sG/9SpSyEBvGpulpFhNTMzYNi6iofM7UVkyGNUfZgl276lPEAF4qz3i1PGHPrrjyQya6TnaERor39LWLhqduxsxu+NLkHi8Nzvlws8/f/pOfIbOef+2ld3m5OOXCj74DwzbPNv3g4OgZr+sWC9cEi1HC2y2UwytBww2yrg8cASnS5BjIEJ+xgSYIS9noLUdaM9QNdcwh3rzH7evpUq/uaTdP8cI27Vvzx5vn5Jglk/tOXnHSTrgaDFn4kk0ouJ1d4r3m1E0pdcdIN73tYNeu8FHhoxIuciou52bDEzcXn/I2vU05TCriv1+bnzlMYrtOD1YszkaiqAaICWS+6oZyX2nl71VUxMKjS8/p+URQTk5Rj3N2BxtQ0Ox5aDXDB0Zg/1p4sPRs2ogfRMafaLpJGhQL8OHmgJeHZ7xQXHDtBzztplQ+Z7+8AOCD9QH3l3OOxit236h4Z/6QUncc5Es8Ghe0dHJi5HNHTwD6JMc2WE6ux+hahrlsBUWyKLR30kzBqKbaFAR1UyRP8oZlGoD9ZLMr8ehRcbocSyEzcZgTSa+LVhSwbhykQCa1gzuFV1v7hRScbhjxA7GcqIB01gyUe5XELa9yTJWCFgrPxXooXtqLnPrpnK5SLL6wYN3mzMqaJ+8ewnGDcjJIiFe084AvFabbJs3JEJ8bKIor2GKyVFCYNuALsX90Y4VpI/lC5keGT6T4ypee0YOM6pA+3vl7vYXEP85vrWmuyp5OobZ2gVTABaelKLRBVNAgnQOC6oc6t6l4pvD4RoblYgrzYCIR08SkXJ4UhLEn2kC3yIXqoGNfHHatJp8k4W4jc0fMOrp5xKT4Zq2BYUuWyWCgPuqwNv1ZC69b60jXGbpWhjKN9bSbdA8MSmwmXoGBdteja03IA7redpHlSzZyfYHctbYvC1QjQSVkqbjdhof4pB53+uZz1VIgB6d6W8p24BD3zCJJR4pZQ9daUb5bfTOM2BmUDUL3qiWMJRt1xChhMPN3LVfvyLAlAU4vJ7jO4Hcj7VOFbSI+l2h0sXImx0EaLtxaLVQUa0VUsvBzA0V5FpM7IKIbTUwiwBYQ8N1sPxBFsrYBm3lqmyRzlegOKY0t5DKIp10ku24JmcEXwj9WWskHr+PNIJmFdmZZvioMxOJcC29TgdprGI4amsZiHhVSnBXilZVwEciuIqZ2hPkYVdXCEraGOCqFeJFBvF5IwZpnhKrG7O8S1xtBxJmbh17YbNCjEWG1JroOXRTiV/YedmboGCmeePYva6b3B1y+kRNy4XqSB/xQ9RnzKIUaDqAVXnQcDaQw7xy6c8QyJxrb/2zvMTbJILXdIsJKBmIGrpQLsDrIsZvA4IknlDmMS5p5JkMdQdBzsRRixtbvXFynEJQY8Zml2c3QtuVoKFSBjxd7rOoCf1FgI+SXRiJpM7AbaY+0aUpaVrASMbmdRG6V/DnqSCjk4aJ8+rcm0o2kQPaD78PdGuiCoY42eZEN46zpKRfLruC8HlEYx365Yp4JUipTnoUbiEWgU9QuS61iIVuctFP+X/cWV92Qe+udfqhsiz4LCce19d9qc+NHFwU4cNaMv2MgrQKmtpY0v1TUrYNEO1+6EUPdMkx/NzcbJrpibtZ00eJR7LJimaKf99PQYIiaW/kV+9mSl4fnfHN5zN+9+w6zYcUb81OaYdb7hUNULJ0owy1C+ugSI3k7yPeslaTUHQNzMwTZBksXDG0wgv5CpXASz2G+6NX87fDfJg3xULnHAAAgAElEQVTO1TEjC74f2tseI49mZtZ96MiVH2FU4IXigjpk3Ot2mCebzOuDE4aq4SAXtNsylBzbK7poxZecilxDpFQdI9OwCCWl6ihTHHamXL84GCUbytbC8P3aoo2Ya4s3EW8CTZUlnyJgo2C1UpFwfOuSZVWyeTDGbDTegx46xqOaKzcCNMVAzntdy2cWpg4VLe1UhuWe9RDbWkMF7WTrHQQ/EfvNH1y+yI/ufMJJOyFEzbuXt+jmmrUr2Mk33GdOiIo3pyectuN+wPOqG/C4muGCZpw1nGwm7JbrHql41QzIc0czCHQe8mtpU5tGMfigoJ1HqtOccKsmNIaXXpSwEK0iH672OSxX7Odrvn5xG60iu6MN06Lmm/WxzFCswWzSsz6JOSodz22MbjQ3oVIKehb09tiUJ5rGjzGAHwYJa/AKvbRMbjU0rWXw8oaqyfB3x8TW0lhPlxk+/2MfSby83uuVu+xaeP3nXwIKKRbVpVgIwvAG4wURszSYBspzhakjF5+XAmMbdBE1mNYSdWT4SFEs/M2z6Xu4aRPAaVFvMzk+KhOrX3QqcY5T4VdIDLTKPSYLeNLPZGkfSZX1tZW5FoV8rxUahFsX6Ep82+q4Rm1V4sKjlRTYuvSEtSU7yWhBgkKchOZ0So6X2a8IXl5zUXasLwfoQhjCgPCFdWRQdNRthjEBawUL6pwmK50QIbYsYw0xYdjCIJBdSeqgWRvUXAr1EDTeaUwmv6db5fL+8tBj7ghAkRYL2/oJem/ydlAxBsQnX3pR5rfHSskigVbTxEIW2IVHDdIAdWWxwxbXGYqpKPHtoujxerHLWL4swtlgVuE6Q5Y7uirDzR3nP6pRbfKFp4UkBglhSYQNs9ZkS0VxDipE1s/TB5KFDLZpn1HB4Kki20gC8He7/WAUySry/M4V729y7EajfSAY4R1HlNAX0rUcCuHwicwuH2z/NcjXkGwAulVJ+aAf2CwHLdNBzdPNTBwd4ufvvSvCUhbFVD0+g6omNhJMoq6XhLa98f0CsW7SYF+D2p2jnCd2HTSNoNLS0KHKLLG1hLoRr7LN0ErLEGCZo+pI8XTNwbJj95uW61dy2onFF9BOU6tzd4zetDAobnjJWoPWonLX8tpC8kwDUkwn6oQwoz0hSy0nowiZJiqFqRzjexuanQI/ylCdJAtmKxnuwBh5P50n5lYUfhWxy07SCLXGTTKefEXz6vEp46yhDZbj0YLWG6pGkS2UPExK8R/bTVoNxhTkMlUyFQ64pPxrLw/zYKWVtG1dEsHWqjfum+b70PcDbHrC79gN++WK2mcp7EP4xqMUN72NuJ1nVSJVOFzUDK2ksBXa98ViE2yvfloVeLSe0u0YKp9xFYZMbUXQmk0qkkst+9iEnE3I8WheHp71BWqmPS+V58zMmjrm5MqhCZSqw6PYsWs+rA/JlGfXril0x9wUvfIqP6cpdUtJSxdtX3DKfsSPN57X/Pj8I76xus0fPHmeb+ZHfPnwE0AQcAPdsvIFLhis9ugofullVxJs+x0+443P09CeJUTNOrGkNy5naFtab3FaUwwcpXKUuqONVqwW0TIxVT9QlinXx0zXIWOom55CUeqWOgjHeh2FufyomWNUpNCOEz+hjpZSd3TR9v5mgAOzxBBp0YK9QywqbbKqGBXI8cnmIUxqUf11GrSsaRO/+vuyRRi9es3y/pSffPvbfP30FhetDDeSSVJWtBA6zZPHO/JgzKT4yK41bZFx3ek+kct7zW6xxg9F1YpO0QkZly3TlqAwnVyrbhzxhZAkdAd6owkovrzzsYTiFJ5rN+AnD+6Sac/G5lx1Q2JUTPOahSs4yFc0wbLyBZftkL1izbIrOK3GrNucZZMzLRuOhktuDRccDpbcLfd5eH8PXyl0Eg90lEHqdiboN114Hl3MAPDOUA5avhmPepUPZBAqM54vvnifr4YX0K4kv5Z7mqmVWBlq6CQPBD+Igp5KfslgI34caDLN8JFGn8txGD7SbG4HTK3RC6H4uLHYjObjCqMDPirUW1fsDCsK4/jg0cH/z96b/FiWnmd+v284wz13irgRGZFz1pA1cCwOItktWU10y1Zb3TZg98KAh40X/gO8M3phb7w04LVhr9owbLcNWUBrakNqSd2iRLVIcajiUMXKrMrMyszIjPGOZ/oGL95zTxTdAkzKFIsCeIBCVUVGRtzh3HPe7/me5/fw5U//gN9+9AmUDiirUKOAeShoNFMp/FD1g4ZpkCGJbpc1EzxWyKDdQb7Pi1jl864OWEMsNflzjYrgciX3yp/yEbohNLw3hMOmJzuJUBa7UBpiFXC6swV0YpqJkAUZlG1Ad35bmzmcTkRhjp1txmv0ugtajzyJEqyfsaHH8+ktOi4o2pmXXZmoCK3GzUKvGINYMvJBQ4yKpGhp5xkhJrRZwOaOqALrUmw8SsnjTRJPmvq+DbLdJJfqb1S9/aK90vmuvUJ1C6SttSRst1k1vVUjNho9aglrKxXY+eWMtbWfbFX50NktlJF7vk69WC5UlIpqj6j5WwKIjsRGixqfhR4xt7Wn5DsVxgTWpwXF/YTNHYfJPU1j8euE4UFNuQ3pd6KYahUxD5ftitvmZKckB5BGmmn3+BUdIKDbxWlkvlAtvT3jx7nk/swMyQGFNhFXGEzdeY+N6tA09KscRUSFiKk9ukEU0u0TDkgzXwRbGkxlhVepwQ8Cer/m+s5CAjo7K04DhGUiMny38o/dwOyHCdy8gi5b1NnWQpEQ71zDDxLs/afE5Qp185oUioQo3uS6IVYVyuheURarhtA5tkf0nrhcQvCoOCKmCQqp1lYxMvuOw6wb1i+MWR/Kzzn+/ITJQ0fxvSOoG0gSYpHLlsjFUlTjkfift1suEAm5xucGu3bCN45R7Bda7BfLWynNNGPvrZr8aCPe5BBAKdLaSbveKBOCxTAlJBo3NPhUs7miWb5Y0B62jHY33B6vuDm8oI2aWSqEhtw6KWsxcmMIiWy9bv1BW07qdvhVrvssf8hCIRB8CfvZShiRUXU3oT3ZLvwoDqs8M7PukFASxtq4lNqLfaD2ltYbMuv6drmBkaF2bCvWTobnEBWZDgxMI9gr5Xt1unUyIG8DatsQXNHRLEwMJIhdoNANS5fzoNwj0663OZy4Ed/bXGPlUj43eUiha765vkOifbf177uCjgUTU5EoJ0ppSAhKS61zV6Ecoqiji5Cz9AM822HUs/I5+9mKf/Tit/jB+oA/ePSK/J2g+NTVp9wdHtNGgwuaOiQEFENbk2nXM5D1h/Zwz5sCFy4XEzupJPpd1IQggUTTLRC2C4uisz5svchbO4VWsjAIaDwRHzWP6hkbn3Huij5sGVC8MDhlP1ly1gwJUbMMeT8AawKawDLkMoCjqWJCQJOomkDSsbMVHkWiHAF5DbeIupERNf/CD39ap+q/caSZ48XdM97aZLx1co3l+hLqr23oUvwQTMA1hhC74NBuFBTUh8I8W39iorpwnlOotRVLwTB0aCkgKNy0w2pFyM5VFz4ClOaoHPONkxtMs4rXp8/YtRtWPuNPnr3EyWrI61ee8YnZEc+qMUPb9LzpTDser6Y8ebSHHbYURU1VS4HBJK85Wk961KKPiqs3zzgZjmkWqfhNPRL2mjg+e/cB33z/Fu6xBIiigc2u4u+++g47yYZH5S7fenyDEDSf2n1CiIpv2kCzEzC1RteQdWFkuxFVq551C3zbkXwMFE81qzuRkIY+nG1qLpmvaSBZGGwlFpejJ7soE8mGDdU8Qy8si+lQLBgm8Ov33yC1ji+/eI9Ee37nzz8NyDW2R4t311HBaqnObqHwqVyTo5Hrb1QyTEcrN0XlgcKh1hqfw+IgkJ/ykXiSiSKc+CKIagyiLnbtegQu/02EDjwVvOoqyOk9uNvCDKVAJwFSj18mRB1FjbcSoDdLQxsySAJJ5nBd8YxrDdQG1cjiwY0M7cxJ298yQR8NyFawvOswk5bNg4nYKLcFJrnHZlK4oY08btcatIlCwvBiGVEdgzifXFoaJDDXWS8ajZk2+EVKLLudbAWYSDarCF4L93ktrYHpWEJ99SrpvfBbO0U2lD+rVllf7a1zL/dfkNelG7Z/yM8MshiOWrzNVuaQphbPuNIyuFcrK7salRYSS4fUa7tGvvlFcWmH8QrdqdY+URI2dN0suP2dHxKFe7rFdv7R4gFXTkECm2uR4lgEwh/1+JkYkrerJL/64Yejuu0pFWLX/CNWjO0nXoVITBS69phF1TfyxSyluZMLQk1FQreSj15qV882Q7SCW4fnzCc58w+mssqvunDCWli/5uiccDEXH3EIxCRB3S9JphP86ZnQJeYrUbGHBXgvQT6AnTFkqdAgykoCd4AeFsSmIbZOvMohEk7P0cMC8gwdc2gcnJxDiIwXG4odeQIhtyxeGrD4+zcZPveM3rlAzVdi3bD2MtTn5fWJShETjRvafvERrVhXVOuJCahoSMoovsBEoTe1UD2K7NLTHMXjvf271X5CMIr1Nc3yxcCdjz/l7uSEO4NTztuCs3bIwLSMbcWO3fBkPZXVmxF7B0pUJRUvP2Tbk1u3l+nU7TZsNJ0VQwPNdrCWANAmE7X5x+Ee/iQPTaSKl9N8iIp1m9J4Izt3xpNZh+0QZplxBBQhyuDro+q9uW3UDJB2upERJd7qgNaBvWTN83aMQYbskak4d0M2PmXlMm7lZ/2wCHAlXbKbrLuAWKSKlv1ixZkbcj05ZxMyDtIFdUiYu8EPBdyAfqhLlUcTGOq6t3toFchpaZRhklR9A9upH2GI7NslVUx4Y/KIj4+kcvlBNeMbxzf5zvOrvLJ3zCvjY6yucUFThhQdYxdw69r10LiOzrHFuG1JGJl2nWKvuJWf8YXBeyxCzkRXjHXFOkpN93M/RvtIqtwP2TGqkGAIzOyq9wMXpmHVDciH6YJct5y0Y4a2ptBN32SYK1GUd8wGQ+gH8Imu8CiqmFCoui8QucTBmS7Q5zpP+YC6tlxLLj4yy0VuZdHuVwmbLMHVVpLtRm5oIaiONKl7tqqyQRSlAcx21vxXr/4uuW541OzxrJ3yfrlHHDppUTzSuGHEj5Hw0XlKTCJf+tS7/NnbL5E+lWD1trK+mcoC7NN7T7iezRmbipNOhv3FK/f5bnaNvWxNEwSZ6KPqy2gAqtYyeJigm4RyOqCdyQ14PsxRKtI4y3RQUSQtmzZhPCpZAOE0E3EkC3z+lfe5U5xx9WNLfvd7Hwcgthp9lvKHX/0k7NW8dvMZv/LSO6TdYralq6ieeNxCo61cjwbnsmNmatUXHWxnGtOIwhzHjnzUwBUpnvAIYixe5KhKy+DdyBCfP0ppRwHey+BGy9/7pTfRKvBa8Yz/+d4Xmc8L/u7H3+RGJqQdCe7JgOC31IMIRI3pqqtlCAFWWohDW69mFgmdV1XVsiAKtSimdiPdAm0RfyxF7id6bIezrXIclTB7oft/LgN5+nKKkgY+RTJshB8M+NrQzDOSSU2et6xOMlk4VKZXIXVHKsEbQqFFIe4sEgxbQkgobwXMpCFREW0CehJpp5b6PCPfL/FO0w785VAZLp9KWCU0JJAGdCLhUZvI496G+KyV9r40a2mUxZeWbbAo3xergp00uEWHB9XiG67PBqAjZuhId2piULjGYJKuzCwTe0kMEWygbU3XJhj7iurgFUnmLx9wp7hjZcai7f7bRFm4dHYWohLKiA2otZVFeO77xY2qFaDFCtIqCQdGdflzPuQA6X8P3YAc6fzF3UwoP6p/XfWH3ETRRuxSUZzJ3LjNef0ox8/EkNwsUz74V7cwoyBUCdNZLGKk2REfTTJvSVbC8lWN6z23breQEotJ1yyWGJQPMnA58XvF7kMSzzLuJ3sMBw1J4miDZrXO0V0pxfZQnp7eoEZDUYm1Em8ygDXoF27B+RyckwG5rC49ySGg6hq9OyVmKexOpMHOGKhrSFOxYXS2jZ5UUTdSgDJfiRI9LgijvFfK7fcfMvuBJt48ZHl3zPGX9hic7zB6+xy1KsEY9LMz4u5EHvMgxQ0TNgfCKk2WGt1qVO2lOKRT3tOF5/xVzbMvpoRfuiKvVbcYLR4r9r9TYjauCwBqXKaodzX1LmTX1yyqDCbwoNxjlq6xKvQNa5mWIo1oACX80B7V0lEs+ta9KBcj2SGgfxyqgmTeEUC6NO6WQWpqhf4wL/KnfHikne1cD0m146QcYbTA1cvWEpHgzySthKOsxMtmCFjluzCc7iwFWR/sM1bQbpOk4iwRRavoCjcK3ZCrVgJuWvcq81Y91UQK0/TYOICMllQ5Zlba6XbMplODZdtfhs8WQ8CoiEHoC000VH5E6Ly1bbTytSi2kotoOgXVkypHbhrmHQ+46uwgAFfSFb9287uctwVfP7nFD06vcGvngrvjYzRiu9hNNmKv0KoP641tzdJJpXUTLEPT8LweYZXHGsG+vdNc5cBeVkFvh1WDDMjAD7X05UrQZk/aXXLleK++wiyRVZaPitN2yEG6JCBD2NwPWIesWyjYrhZchkYJCF6GKse66jzPEtzzSpEgr0GLIcGzZND7qbfFIx/FsTov+O6fvoSxkf/4b329e/8jL2XP+Wenn+G8GfC5nUdcSy5Yhrwb9OV8+h/e+bc4PRnz3zT/Pql1zOcFNvUc7ixlClQRN5LdnuTCEBeGkEZuvvocAD23Pf6tmaiuKQ6uF3NWLmXhcs5dwdplvLvYZ92knM+HvOmv84nbT5kkcs4OTMmN7IIqJMxurvkDHTn/zj75sSI/tbgBnNsR492NJOnrlMT4nlIwHla4QcN6mfPS9ROuD+Ys3IBMO6ZToY780vX3APjdH3wMnua88/w2379ylX/n9e+xn694VO3y6ZuP+caDW1QvBKgMwwcWn0nJUUjFGuaKiCtiz1BuJ4G9r6RolzI48aTLVnb2bg5Y/4cLQlDUj0a4XBRm5WDwXEuGIyi+dXKdurUMbl0GRH//wav8yp13uJouICh0o6j3nXhVvepVQ9mKlh057WQ3VgUuB8JaFH5XfOj7Kwmj+Uz+6aiNP/VD2Ui+X1I/K1ClsKlDEnGDSPFEkK7lQYdSzUL/nNNJTbNKhe1bJb0dQ5kIuUfriFFRMGpOdX5mabfzReh9sNpcDpJaR3yToAov9oaoMInHWi/hSYBxS1NbimEtPO1OwTY29AJhM1b4jZVykUqoE85EktShVMQ5I9/bKc0KSIYNrrYMRjVVmUo74LgVtRVIBkL68Qt5zn5t8cpihy3KRHxrsNNGCB+ZF+uEksfhfafaKjrSi8FtB1Gv2PuaJVltA3MSngtW8/TLmmS/lKBh2C7KlIQFcy8Ui234MI+ok0R83UsjJUJByRDd7XhEKxZNkN8rQznENKBaI3PF1mazHeIs+KFH1xrVdoubKOKbGyiBQvwYx8/EkKwC5Mew8474gcsrCaaxuEz1amI9NUCOLSP5SSODsAvY8w2hSFm+PMYnUrGpXbxcaQIxi8Q0MNpfc3Wy5KIc0DjD+fMdefP2WtQiIWSqw78hSmuWSMscoPKsq8XertJAhwm0jpglHaNYodIElJbA3vkcBrnUVgNMRnDSIkmObvL1HoEs5sRRQV99bTQxT0EpKUwBCe0phTq+YPLBM+KNA5avTHj8q1dAw/BJYPSoxJ5v+rbBqBTpWhRr04ZeZVYugI/ERAztrojYUuoa06W03Kxea2iuRy7esNiLXLyDTpLOAqCH9SJjNl7ztJzw9pNDfMehtBcGt+uYXZ9Tt9KApFqpnM3ORGES3xiXocru/5W/3B7sckP4YfeFbhX+4fpql0T4MRr3fpKHIvZq4rwZcL4ZkBhP3VrxL3rDxXqAUjAeVKyKjMLKoPHK6DmnzYhvn15nU6eM8pq9wYYv7r4vgyOKk2rIMGk6BJxn16xF/e3YuquuUnnrZx4boVeMTMWBXdBEw9IPuqFWSYtUTNiQMdYVQ12LT1bpfut6rxukAZLo8Sg0oR/8Cl13HlzbVy8fu3EXmpNykpXPmNqyV3Dvr/ex2uOC4QtXHlL6hG8c3+T+8R6fvPaUV0fPqYK0iCVa6qjrYLmTL7lf7lP6hKFpsNoztA1tEF/3zfSMXLXcsmfMdMOLyYhzv+GfrW9jVGQdMva6trgmGuZ+SKbb3qO8CSl3B8/ZtwtO3IR/+vBzfGz2jL+/8yZH7Y58j097+8T239s67hB1H9xrMf25sF1IGCIVdOUlgz689+Hjo6JbqACDp4rVL1T88cnLpMazk274w9NX+wXcHx2/wqpJ0Sry2b3HtFFzPZvz9279AHfD8CdPX0CpyMH+gkQHJlkFQUJL2ami3o2SwB+23L56xvvvHvK4PMQ0UhXss0h+LPkTlARhF82Aia1po+bN02uczYe0F1mfTj+ajRnt1B0a0PeNhueuYL9Y417XnO9OGL6bYCrI38uoBi3WBpbnA+y1wDBtyK3jdF2wOi0gKmon/O2BaVi7jF+9/X0APl084tiN+S8/84Tnn5jwv37v84TTAb//L98QzNtOi80cSepozgrMRgZZUyrqWTfgetANne1MlKyQR0ZPPCFV+Fwx388hQroOjPKaxSaXRlYD+WlkcRfUXAoRdCVtnJ/aecK91T5Vk3D94IJ1nfJb//LzmEbBju+8mBq7UbRGoZAFTNQyDG890srRcYfFxiD4uXgpMKXdbq+R1rIfp2nvr+uIhWfy7ZTieeismYASalN+JoO9yw2r27IYcCsDYwdBMfvjFFtG2qGimSpWd1vMsKZxBlVrCSueJ6IojwK6UvhdL1XTtcWmntih2tAiarggFeJZ4liXKa41wg62gdhqSp2SdAP0dpHmvSZ4TZq1hMSJlWLV7XotE5I9J1aEJiXNWtnVRqwjritFa+pEvMWNDLjJSO4vbWVRGyvq9MARlgkqKHydSSNhGghr8yHVNsoNFy6/Bpc+Zn8ZiLSbiMvltWt2xO87eV9ep+ZcGgFjEtAbIyU93dCtStMj+igNdq1Jnsmuii1lB2b+6YDJHMELaSOOA6rsHksEVeteKFNRxLJoo2ABaw1OiniUu9ypDknX2teKkqzijz4o/0wMyVHLizQ4hbbQaBfxqay2TdulLv32BYHk2QLlLhkeOkSSdcFg7bHzmjCwlIe5rCASwCn0xDFIW4wKZNaxqDKUjaisQZuIqtN+OFMRYmrRZS2INWu7oJxGhW5qD4i9o21RbXfyZp0iVNfoLJMBuWlRdSPV0UoJR1kp4pnYKUJdo5QCK7XaMc/EZ3x2IV8v8v65xqYlVpVYM5xDvfeYyePnTIcFp798g/lLmvLKkOm9lHTRohuPbjyDpw7dSkufKttLz7HzaCM1pSpY3CAyeKZoJpBeAK1G5y0md9hHCcmaTn2Wi30zjaSjhk2d8uzNQ27/84Z6lrC4IzcJvTZcXAzJi0aCPBbSM1l16kaUYeWgmxmFbZj+v4bkVBSXsN+iLhLMpkutprLl0qsfHxEn2UfNB82MJ/WUk9VQtky3Keak6RE+4oVTfHL6hKnd9EzfIm+4n+9xWKy4kq+og+kV2DaYzuMsKvG2YW5LuvCd9WBbzaxVQEfdeW+bfqs/1y0+aNKuJtkQyHXVI816q4XPmNqNDHghYWLEQgBQRal91gT27ArTNUS00eKjEDOWYdB7pUGsKFMrC7ydtGRoai5aGe5HpuaLBw+x2vO149u8+eQ6r119zscmR8zdoLMymK4xUMgfEyuhx3EnYW39pUYHHrsdxukx99oVLycjXkhP2ISMZ+2UcSohPh0TqihqeRVToYC0Y/7pN36B//Rzf8bd/Bn/3s23AHjcCurrSb3DLFmzDhlX7cXla4+mUC258iQIbWPZSR7rmAreLQYu/JBn7ZTDZC7KchS7h4Q7hcJxmFz8FM7Uf/MIXTmEMpE2GKwOXDQFjTdg4KISJq9RkU2TsJNIEU5AsXYZLmqMjnx6/wmH2YJNSHl/tSfK0/ZeWytefeUJw6Sm8l25g5awWMgDZiUhMDohKETF9WJOplvevrhB6zXtPLv0HypwXmO1Z2LrHh+4cFLZvGoyVpuMYrZhc32MKRUKaDcprVfMrs5JreP2+IxMe2Z5wTvxgPXFgCfPdvilw/s9HWZLVll32L9NyPhY/oR//Jnjjqc94p989ReZfCujHWaU1x3aKxku00A7A7OULbQtptKN5VquvMLs1kSTopvI8rpl/NixuGPJljBMG549mJFvZFu+HXYB9Y4tPfvEiajYm10eLnYpVxnNvQm6huGFYnMtoAaOkBgGz3TXRiYWNRTiP7b0BIBtyEnQWt3jHTnyD1Kqq64LQslF2TTdNfojuuYCuNZgMi9+6wAmiCXQd8KaZFgADfX1lmRco7wh0QFXW1xhWV9X1Pu+pyQ0dUKSOrByf3IzLwG0ju6B62wnCrymv6ZHpzF5iyoCxoSOThFpnVA1ANAR25EslALvJfgXgyjTzmlC0GR5S9lccoib2hJKS74jbOE8k9VJ01oZ0iuDWyfYcYuLKQT681bbgNpp8F1ZiJm0xE6IYp7KYGmi8KTXSf84SYLUd2+53SCfz1pDElGpJ2qLaSI+V6QXUF6V1z4k8pn2Ey+o1zyI0mukEjyMHGZuGTzVrO46XBHJLhSDY9BNpNpXZNOKJPGsPxjL70u6TEP3+sctlaXLT2yzDkLtEozu6IHgYptp97sDyOdQEMDxx2AX/kwMySgor4r36so3KsxGyiqUC/hRRkgNGIXPDK6QGma8FVrDukQ1LcnK0RYW3SbS4OQiupaLdcgDcZFy3E6pZpa94YbMepaVIWIk5VkE7GqrvnZKq9aQpWKDANS6hDS59D5vVWZrZPANQewUSktYoK5RoxG0Tv48lWpQ6gaUJsbuKrOlYDgvtdptKzSJ7vtj0cmkF3MhaWz/vJFmQvfaLYKRbYnFy4HNoWVwnLBzryU/2sjz8BEVL1FhUg5iiJ2iva0iLa9GkqWi2pdvs9qLeNwAACAASURBVImnWadknRpS70B5TRLPYeKwD4Zs6iHFheo9y9lFpN4T33GaOa5Ol1z50lMu6gGnmyFGBwodmJc5y3Op0dFJIEmd1GZWlljKypjYXfRqTcwDZmMkjZ0IIkktNfFWhVc/+kn/kzwiinsbebFe2TsWD3H3ATyuRpRtIoQLFK03nLXDHtOW6VYGZdvQdO1yA9P2xIqBaUi1xxvXK7NA7wtug1AXANpgSbTrh12AKjY96i1VDt8F7jyahc+pYkoVk35gn9oNm5Cy9AN2zEYa47rn0kbToczkQp+rloqEZUhYhkFfNZ0oj4+2f7xzJ0Px2Fa4oPuyEuE5Bx5sZnxi9pTBlZYn5ZTfffAxRnnNqzvHTJMSowKzZM1xM2LhBkxsSWIEoUfnCW6iYaJbjvyQK3rD95oNF36fTciYmg1LP+gb+bY2EKMCN9MzeSy7G76/POT/fOcz/MOXv8ON7IJNSCl0w+dH7/Ow2eOPFq+xdhlLl/UWkKFtGJi2t9C4IEUoPiomtmLXbngpe94r73tmRa5bxqakjZqpLTlzQ+Z+8NM5Wf+SozyM+IuUay8sePvsgL9z7V0+N3rAsltAvb05pPQJP7i4IoUtynLeFgxtzVE14dbknO9fHDC+Ii2Ke1kXDuiGlHYS+cFbN0FF/tbn36E4XNO+IztrIeu2/D9UrWt1tzgk4Vox50q+4j3rOb0YMSxqrAl8cv8pmshFK+9r2VW0D23N/kA41U+e7qL3avw8JT2RymauVRgt1h7Ts8k116YL9HTObr7prEuWg3zZL+gYwNIPSJTjUSsNqteTC37j6Rt84RP3eevha0LqqTRx1qKTQHAKc5RJSM9KWEyF7nuyLiTXZTKUj+y+29CMDZOHjmAU55sBuzfmlEd7ALSTbsguAmHoOX3zCv+6voIbRj79hXv82s3v8icnL/HeN2/QtqIQf/m1d/hD8wpNpyBuA2/oSHZkaWYy0LixR0WxWEQrPlblgVaLxeORpbzTisLaKKkATwA+mqZTIZsqfG1YfKnkorSilNYGvbToWpGshOBhKlCNpl1kgtLbrbCZo9pPyU8UvpCrdRiB0uL7JUA7C0K/uJBhcbutv/X5em+luTciynxUxKB7W4TWkaRoxNLQDcpp6qjrBP0hv79NPM51YkbeslnkmNxJMK82MssMZE4wRuraG2dlkWACycRhTMB7LX0GCnwlY53NRY3ViYRwrZVhXL07xN2pxMe9sgQsauCEBOIVbDnKtrNbbHFvHaUGI2qs9jB4HmlHiuEjha2k3KTZ75L3XqGaD8Wwhw4qsV3Vs4gaONSFkTDdU7nXp3O4OM9pS0PMA8m0RumIawzT3VKoLsB6k0nJiYmkqSNLHI0zbPQAoiUaTXYm7Xpb1b7aD1T7YP9C9w6FH+X4mRmSo42UVyLllYTieSRkVtLG9kPSuo+YMlBflTCH8pGQjOW/Q+ypGADNWNKVqltdxJ2WJHOUm4xnzlAdDRkcyRvWNArT+YC2R1QK5b0MwqGzKORdVXWeCtGiK+YIhzMIAX18QVRaBulGBlm8hzwTJRlZzVOJEqYktkp0jrBciVJtbf9zOV/AwQxV1t1j6n52iKJW7+6IHePBMcn1m9iNDL3Nrqe5GljdsoweTZk8cIx+cCEDsZbBTqWJqMld455yoEPHI+4UBl1rvJNVbTOVxjw3itgXVxyM11xsBmyWVjrlrWFx29LsdK16WcBOGsaFqD2fnTzij05eYZJXWBVYtymDtOXOS48BemrBNKl4Vo3ZSTes2oxvvneL9L2cKguyfdJ5kgnyvrqxoNbuHJzx3l/Lyfn/fXxh8oD3qz0euBmpFopF5S2ZuZRaEu0xKnBUjjnRQ3LT8t3FNQrbYHXAdl7PRAUWLqc1htKnlC6h9rYPtS19DlqwZ3QX2601o+0KOQpT957jJhp2zFpsARjWIeuV0JXPedpMMQTx4CrN3EkIb9h5bXU3/H6YztBGS4LHR93zf32Uz2noPNO3szOetZPeSrB2GWsvHORZupZWPWCalPzhe0LA+E9e/xq76Yan5ZQ/efAiWdZyd3bCXraRQGTIKH3COKkYWvlMXE0uqEIq7GfV9D8X4MIX7JgNp37U104/rGc0wXIlXfI7p5/i7bMDfvnmfb44vs8nJk+lsRBF8iE/c6YcXxrfZ+lzPmhm5N3i5kG5z5XOu7xV+Q+7EN7Tdocn9Q7X03MS5blilj1ubukHGBU5aUddK+GPQbb/CR9RA2ngK2/Je/Drzz/Hr/O5ro3rQ57CRvG/fPPLEm520mKaLiPr64ryVsvvbQaMBxWZ6ZS5QK/iaAfJ7Q1/+s5LpI/Tvqmt3dkObYpmR0GI3F/uc3t4zsJlrNqM87rgfFmwM9lwsSiYTdd9C+Mf3XuFGOGlaydcyVdkuuXF4Skn5Yhb1884Oh/Tqkiz71GThruHJ7ioqZxwuofphpvFRU+UuWgLli5nmpQ0wXI9F4V/2C1yTLcw/T/e+yyJ9fzqje/zx89fpr4SiOcy/LKweBsFM3azYjRZc3FvRnou5QoqgKpkiG1Kg88UPjeYKqJ9xOWa/KSl/K0Zw390xGoQ+9Cz22+h1sKvtga90OQbxdvHB3zjuy9i54bsomPP32lZ+5TJuORzd3/A482Ut+9fExW5NDR3amJjyG8s8V4QXa/tP+dOccbvvPdxyucFRChvtzLs1F2IqsuWqAir1xsmux9NYtrXhmxUUy8yVBcoU0kg7rZ4FXHdEEpHhdBduM9auZ5VL9TU17uhUMvfdVXCJsjcYDaa4BL80KNaTRw7slGNay3aeIiiABsT2LQ53gnfV+twiXwLwg6vNik28bStRanI5lReWzOSso/gDTZxwkMetGLT8FrIGiaQ5a34mKPCBY1SkbRTlEPQfRFJMq1plym6G8ojEL0mekHVVeuO8vNSSTzvdr23xSQr8WiTivKrkiBWERMvB+W08wN7TbAKn9LTUFBg6sjsLTj6spKF1sCJcm2j2CxqTbpb0axT2iygoiI/UySLiKll4VVeEbU4f64pX23FjlJKfuriaCznfn3Z6qcWlmqkqWJGdIpit2QTCqp93e8kbKf0LfN7c1VRHgb4Jz/aufYzMSTHJBKHHtYa00RhJOuITwXNtn2SW9LFFuGitKIdyhtmKwFEh1R3JAx6wzZEbCbgex80i7OhcBBTIVqkF8KR3G4RiifZCZYtRKFGfKiQQ3jEqh9yaRzqfCEDdZp0NomB1EU7sTnENEF5L7aRQggXNOJ1VtaKQlw3Yrvo/MQYA2VNzzzuv6+GxBI3pVhBdsYUzxuacc7B1xu0D5x8csDFJx3zNwI+S1ne3Gd6v2XwZNX1W4qlZMuP1l782BKI/GEk2/7hgmbPsDgak+5WvHH9MRuXcjwfEbOAyj3ZfUuyCZSHCrtWtBNPlrdcGy84zJf8QnGfp5MpD9e7aBV5YXzK2mUMbc2yzXFRSwFHh0T7t3e/y2+evIG2kXo39O1AqkWCJhGGTxTFM8/6WsH7X/jxzPg/yWPuB4y6oc11eLImCPot0Z5Ue9YuxaggA3GnaqbGdQqkpvGWyiXYPPRq6/aYZBWJ8pw5wYWtWqlyzrVs32edvaENlky35KqVMJgGTRA1WAVCTHpP7Dpk5LbtK523Xx91PeFbYkfoaBBF//dEtatU0v8coLNsWKpoKVRDohxjU/G8kUVsG3VfJR2iDPaJ8kxsxedvPuKrf/Eqb9885MbggqQIfOzVI57XY75+dJPvNpa7ByfMOpVy23iWadep5OKfRcE6Wi58wZHbEcU8DHjeTti16z78B3DeFjxc7jJfDviGudF5lAPXs4se+bYJKSNTcdoOOUzmvQ986XMS5bmVn/UK9Zb8AXDixkxNSZL7PsgHUIW0X3yAhFqndsPMfDSDRrQQskhynMALG9p5Bo5OSVSobQK926I1lSJZyXb/8ChQPK0xTUayTmgeTzmejOF6BVFuRiHrMF0K/OkAs9oCbcUfOPjAortKWaHbKK7kK+4t9jkoluTGsW5SlIIiadFTeZ3qYHlaTogRbh+e0XrD1x7eZjBocF6zOSsww1ZIBgCjlsmkZNFkfYBz44QKc1ENeHl6wixZs5euGHhhMW+r4bdHHRLGuiSgeHl2Iti3i5vcHF1wcntIu5ygNxo/EfxX8iyh3dGcn+5iDir81UA7zzAL22Mvt2E5lyt8onqPZTu2uFzxydlTHl3ZQ5UGNZWWNmcs0SvsStSwaj/wD+68w28uP42LkJ9amiJCrbmaL3jLX+NaPueD9Q4qCdjM8clXnvLxyRHHzYjvnV/lyckOn7n9iMI2fP30Np+59pg/e/gaYexFoe0oA+pMztt2HIlZYDCtOGk/gtBpUCgTpG0vEXD+9hbJ1hKSBqkX776udcCYKAOm9eQ7LatNRvBGvK9eoW3odi4l8EiM4MQ6kBQN1gZiFOucd4Kg1FqBV2R5Q7VJyQYtSSIUikhHpkiFqWe6wB86kk9rIa7UMpx6Z/CtRidddXSUwd2mvi8aAWga29VWa7JsOzyLWqo6gsX2tQitljBhJh5okwSUDvhWlOLBI0t1XUJwMQ2ojcGcJri9lljaywG6Ky+h7Qb3bXFLNz1qJwvh7fmrGiVebqxcR0pFSGVOaM67XfE0EEuDKaXdUbciaGbn0OxqsXDME8LIiV22NISBl8VDV4OtKkMsJHCZfT+nfKFlc1JglkbAAB0mVrvOyjn0BB1xM1D1j74F8jMxJCsdZQVVGDYHhjyRk7sdapJ1wDSiaKitaT2TF7UdyofXp2LFSNYBWwaUi0zer1jfKAgWfCU31YvzIeZZhrpaM7q1ZmnH2KUkdmVAFA+sK4AYpQY6T1GJBe/xOyP0qoRMozrmcRxKmA5jUJNRrx7HxEKa4KYDmllKPTHkZ47srEafr6QpECTMBz39Iq7XxGCEeKEUMbGord0jz8QDPSygaYkhoLRm8akrzF805KeSBjXzhqtfqbn6FYS04SPNlSHzFzPmL+8yOA5M7q/R6xodI7ZMiNoStQDwk8W27EOz2YOLRcHBbMHLHz+h8glvHl3DfXeC3SgoIs1BpLwa0K2WcMo0Yk4TyvOEN4+G3Dtc87WjWygV+fj+s/59389WnDUFG5eym236rw9My288/ywhaqkKNeKDIvOEvYDziniRYjeG1U3D+kZgMin/+k/Uv+QoQ8J3l9fQKpIb1yucp/UQm/j+pjxOKlw0rNqMWaeMhqhwUZNqjwuayie4zke8cLkMUVnJeV0QutKPczfsC0OMEmU377BioRvYEuUp1GVArO1CZJrAqR8JvkwFztyoD6Ftizjk+y0b0u5nt93wG6m7Ybnqhu0P2xhkKC7RIWMTUsa6ItNtv3h4XO30NpQ6GFadJeTti0NO1wWx8Lx7sc/Hx09lWz9Y9tMVv3bneyxdzl8c3+Te8T63Z+e8Mjnun9ukawHcBhdz5blhF+yYDX+w+jg30zOmpuSkHZMozyeGj3klPeJb1W1+8YV3+e3Jp9i4y+36u/kRQ133C41366scpEsS5RiZqvckb8OSQ11z7Mbozmv81cXL7CQb1j4T/KHe7RcYT9udbhHj+mryRHmetVM+kkNFQlfaw9FAUv5RttSVhy2ybOvx3GIy00XEJ6B8YHKvxDQD1lc19R78wu1HfOPhq1K/XEtYh0Zj1oIY87uOtjRkJ0Y8rvWlhzSksojayUqOyxGp9twcX/CN57dhilSUt4kozNWAGBSrOuN8IcG71hnKeQ5eEZxmNClZxQFxY7nYTFADz3Basj9a8+33bxBLSzYryazjYLakCklXYGN4XO709qalz7mbHfGk3eV2esLunnDR/8c//rI8jy5LYUtAG/zI015tSAYt7SYlPslliMkDfr/BI7eMYlyhwhAVFdWOotqXz58tIVlFPtjskBQtn3v9fv+cn715yPCJ7NY1LzSMvp3zpJxSTCqapxNWr8m9Ip/U/Oa/+AKhCPxe/hqv7j6nuW44WQ25Pliw8rIr8/L0hHmZ8+aT6xgTaBrLo2e7MsTHzm63TJh8zxIs1LuRdlfKYsrj4sdwdv7kjkHe8OqtZ1xUA47PxmwZvNv2Ou91p/TGrghD/p5rDUoroeIEzSBvadpIvUnIhg31yYBktyZ0AprfdZjMw8rSblKSRFrzlIqXpAkntAalIM1dr+pmqaNeZiSTH94lErYxeKdxtYxfJhWcXAxy3trE46MhVobGaZQJaBuxiaOey5CpB46mTsgHDc6Zjq0c0Mb35bpNnfb+Yh88OvVYg/iPM0/1qhNVttv5iWnAdVxs0m5A3tostli9oIhbO46VAbeeyVmQzg3DJ0HoIOFDVIk0kJ4bRt80rG6DeX1J9XRINJF6Vygpi1fk17qpE9X4kxIspJWhOJooir7xKNtVjCcBKg2pp3qlFppL7lHn8romc8X4odDS6qlilRhp/uyKcn7U42diSLbGc/fqMVyFyecrBqalDcJgfV6NqHxC6w2LJmNdpyhgOqhYljnrdY7fdK1Ca91ZCiK6TvF5QLcKt+vkBW41wUZiqynSFnN9wcXJCFpNsBIsC3mgnWjq3UPsRobmrdrhM4h6inYSNFQRghUMWfFkxvixk9WnUjQTw9nHNfWLFUlek35txPTdGnO6FJtD0wpSrqx7z3EcZCitO4tHII4K3GxIyMTDpxuPrh2qC+GhFCExbPY17RjyE7Ar8XIDxMQQrcUsa7L3T7jyLGN9d5eLly3L22OGT4cMn7REK94yX0TsqfCSVYzU+3LyT8Yb3th7wsqlfPvRTfSjnP23IioEzj5hyI4ESF7tyZaJbrrGIgNx5rm1e8FOVjIwLQPTUntLEyxrl1F5y0Utnkwpz7DkXT3zw4sdudFsiwvWllgp4kEjzTsK0nmkeAbuu7s/7dNWXhtT8rd37l9iwYBcOZZ5TmFqGfQ7K8S4U2lPnCyMsk5t3R5VtGx8xrgbxk7ciCelvPcPyxmbNKUwzQ8pXEaFHjkG4gn+oJn1f14Y4fyGqKmiZeVzQtQ8baY8LGfsJCUD03CQLjDEfmjOdMvK55zHYaf6un7YM0hzXKbbnsvchqynOXzYtzw1Mmi8NrpcHG182v/3zdEFL05O+WCyw+FABpU2mr6Zbz9bcSVd8stX73HRFrx1dpX/+93XmU3XfGz2jNPBiGM3hhR2khOGne3hzfo6u3bdtwoC3EzPGJuSKia8lj3lfnPAP5i9iUcz1DVN57uWpEJkEzLeLQ+oveWB2UMT2UtXvar/rJmwcmnnIxcV+jBbcNEWLNqch+tdjgdjPjN+yJ5Z8Wr+lA+aPapoeXe5zwcXO2gd2BlUwG/9/zoP/yrHqKj4d7/4Lc6aglm6YdZxtbclNQ/LGU83Ey6qAWWTSIi0SlmvU2g0z/92LgpUFTGbiN0ovvatuxgNMQFdgtqIapUsNM1uYDjbsDor+syCWRpp1Cw8Zmn483/xMbQTDOQWl5YbOP3edbmeGHh+bY/xO4ZsB85OU6lXjopykfTD3YvXT3j/aA+bObJJxepMsg8H4xWJ9ty+dsbDI/mcfHAmNdcfm8o5em++j1GRysvtMTeOJhgO8hWaSBs1LhiS3ZrsesNsuOHxyQ5NbVFGFMvoFUni+cyr75Gbln/96A716QB9kQj6btJKyGvHkC0CzVSzvRSMHgfKPc3I1vxHH/sLnlZT/uLhLdrzDGYty4Fh5y3NeWFZvuz4+psvoRsNWUTPLWHiJEA8dWAiz48nnJyPGRQ1w6yhDpbfe+9VmjLBpp62srzx0ge8cyz4z9Aasd+uDPFkiLlTsbplSLvG1DjwmNOE7NQSVz/9EaIsM95+50ZPR1JBEUOX3bJbixC9Dzt0VtrYFaYsQ0EcynVC1UZ82TpD20i7ToRrnUUmszV1Ywm52BHKzUgGs22gTdEpmprywZgwEopDoy7/vDoesG2AcyNH9Ip01AiKrlOHXSX10HppQYE91cRRJNyoiH4b7nOEIKG2epV1/HJFXUnYMMsDTW27NsDu1xvZdTe7tfCgK6mgR8WOi9wNwcC2XQ8AG0gLsTr4ZdI/T7rBN2rprbAl1DtKsl9G/MkhEWtW1JGooiDbgqKZeZbGMPkBLBmjhhFdaUIWabrbgR+EzvPcPRAnockIxOF2yA+MRyXLdY6rrTQlNpZk0HJz74IQFc+LEc29Ce00oqImPxYhwE88+U5Fmjia9kc/b//KZ7hS6jXgf//Ql14C/mtgB/gvgK3c849jjL/9V/09Pz9+fvykj5+fuz8//qYePz93f378TTx+ft7+/PibevyVh+QY49vAZwCUUgZ4DPxfwH8O/Pcxxv/uR/1Z06Tiy/s/4HkzJtOOTDvOXcHI1OzYDZl2HCZzztyIvFOvpqZk7gc967TQTZ9aT5Rn6QV+f2+1z4P5jMU6x1tDdj/l4J9D/tiiYuRacyaItRj7cJ3qQncxscRBitrUgmdLE8I4J2QW3Qb0pmFze8LTX7KcfsFz+iXE0+Q0hy8dswMcPdll8Mcjrv/O0/73ECLkmVAyEishwBiJo4KYZ2hrxO5RN6BHzF+UrWlbR1ymMK0g8rK5bCUUx4HBqWxZLl4coIIos9nC43LN4MRgcitc6Y3n4GsN0WrOXs9YfSHDVGBKICKpU6/ITyVIozrW70A3nIWC8aikKgeoGDFNZPf7gXqiqHe7pHNJ73MOY0kDF7ahcgnfeX6VurakqefadMGD411cYylGNeebAdcmC/bzNU0wXMlXtGPDeTJgYQK74w1HRzv4TEsNaK1Z3/L43JCdK6rZX3Zm/fWfuw7TK8NCdtDkVlSKuSs6lq74Z9+v9sQmgXiTK5L+HN4eRolKexaEgrGbluTGcV4XTJOSQjdMkw1aSbBsy4md+4LQPYaxqfpikO33+ajxQXGQLJi7gtvZKTeyc3LVMvcFHsUmpL13t42GkRE/7RW77B9fG01f0eyj6tv85q4g163YCKJl165po+FfnUogbN0Ka3doG+ZNzmGxpHIJhW2oveVKvuKsLjguR7iouTEUb7ALGq80hWkofcrfuXoPczXwJ8cv8ZX3XuL95Yy/c/AuhshzN+F2cspVI415R27KjlH9Y3vWTsV7raRM5VP5I+41hxzYBYlyJMqxp9fkyrGIGbpTh31nYQHhUH/Q7LKfLHm1OOLdzSE7yYbDZIFWgRmCx5vYkpeHnl275s/mL7JqM9kRC0Zegzrnc9cecZgtKUzDVz6Cc/dKsuSsKXiymrJIc2a7a94oHvK43SVEzevDI27kF/zC8D3+p8e/zEU14M7OOf/B4Tf43558gYPBkiZY7g6PWbicN4aPWIacby1v8bWnt1idDFFJwJwmpEuobnk+e/UD3IHhIF8yMjW5bln6nDpYRqbmrB3y1tk1Hj3a46UXnvPC6Ix5m/NgPuP03ozBzSW/eO0xX919gfzbBWHs0EuLqRX27pKPHx4Jum81JR80WBNYHI96H+V7j/d5+eYxyzplNCmZFSUPHu/xXkeouT0658ZozqrN+M7TawC8sH/Gk8WEd9QVqjIlzcT3maSiSJ2uC7K8ZToucV5zYzrnwfkunzg4Yj9dk+mWG7M5d194l5Gp+Y3vvYE6yVjGIf6GYnPNkM4j6TJSTwSBqkLkuBpxqzgX7F5UmLXBdyVKyxfkPdR9oC6Cpce0JYknZFo8rSe5iK7DiufHE37/3h53Xj/i/cUVrl8745WpzKe7Nzf86cMX8FhiFhleX7K6GMDKYnSkmYgNYe+rCT5RLO6GH7lx7yd53mKCYNm6XYOYRMxOK2UcWxW11sShx5xdjjh+7NDrhJBH9MoKnsypnu6BBzO3mErhh4HdomRtU05WGfnBRpjI0KPfmo2orPag7C0ObWVJBy1Zd26EIOUfAMNRxfK8IDwYooYd/tCDGwUpvgjyPlYHHrtfERvTtwW265Rk2NDWFp14ktRRzTNCZYlD1VktAtUqZefPZV4YV6Kqu6FCN5GQKqJKBb3ahd+TdexJD5tDhamhPDA0E4OKiuzE4EYBP2uFemFFsm/GinQZGRzHzobTvQARlJMqaV90fvFOGXbjwPw1YZ1vbRxu0GXStgFBELbyILDFRWK64N/a0Bae8+OcOJAH3W4smEh7nvLe8UDwk7mHsSfbKwk3I6su9KiOCqqQU5mIqn76nuRfAe7FGB+o7dnyYxwBxaNqhtWCdmqj5mq26G/YZ27IMuQk2jH3A1YuQxM5SBY8rPdke9ZlDIwM0IfJgjpY1j5jNy15qCL+gwKCwO1XNxKSRUZydEE0mmgNqnUSyLOm259x0v6XJzLE1g2qblB5gvFRBueypngQGb6wR3MlSvLSaeyk4vXd59yb76Mqw+ztRgKAWgvtopXiEbwnjgvUciPe59oRE0sYD1BVC0phL0qSUuwYKgiz1Kfi46t2NckmoluhebgBHeZHoVxkfV2CFqvrA0yT4zPF+ANPtZP2FdDXvrLh7BMD2rHCVvTtdeUVOWl9aaEjVNwdHlO5hG/vTQlGYT3oNmIrxboQ3I7486QK1W4UbmU5q4ZkxvHa/nP+s6tf5deKc36vHPPfNv+Q8z8/IH+Q8f9Q9x7Blm33ed9vhZ1OvOeGTre7X8QLwAPAAJIgZZEixeQqmC7JskqOA9uirSpXaeCBy5pq5nIYukr2wLLLsie2ShRpm8kESYEgSOTw8PLr3H27bzp5p7WWB/+19+3HUhUBAn6g96T7pnPu3Wedvb/1/b/gMsWbnxqSv3CXZ0cnPC7HvH3/EiwSVKM43YzIYqYnUTOGUrgsMH/ZYw/+wprk72ntuqD7prsSqTu+U+3GmLbQ19Z6FFZ7Mlo2sYb5UrrAx1zjLlWi8paBrcl1Q9VaKm/ZTTf88t43+J0zqcnVmWdqtlLoESUeiXKULu//D7D0OQNd9/FtIiPwUaJh5XndgNInbHxKHiUWAFOzYeMzMi3a3O7nupprrTwbl/dSjqnd9OkaU72lilnPNeITXQAAIABJREFUaQywXvicLKmpvWGcVqyajMv5kp1kw3kz4Ek1YpTIOhuampNqSGpabm920Sowrwo+vf8+87Zg3Yrp8F976Rv89t2X+Z++/GleunnEXz14B4A7zR5DXbFrVv352LiUS6lolTvZSGege7O8yg8Xt0iV48QPGSppNOzMjB7VV36/v7rO5WzBW+sr/M43XkVtDcW1Ff/hy59noFrKkHAWo8NmesMX58/y+S+8ws6LpxgdePJgh0++dIfD0ZzP7H2NiZZa77/g8T2t3Uf1lOliFs9vzu8+fIk/0C/y7OSEwjQsmxytAne2M1Z1Jvcs5fnc/CP83et/2BfIfHnxDDeLU4a64tQNuZrN+cWba36j+RjtHTGbbg8Ce39s+erBIT99+J6c11joMjVbKm1xQTO2JZcGS+6lM5zXXM4WZKblS289S7JRXN+Zczlb8DPPv8PvnXwMtTH4gSMkmhf3TvvGy8dPJuztrajai5thMawwxtN6zXJVcLh/zsl6gIrVxbeP9liUOTvFlquDOXcSkXBNsy3HdsBiOcDEJjVjHTujLcdnY5wTI1VVikb07aMD2trwlfq6cCLO8CPP3OEP77xAnjbkRc2/83N/xP/w+3+Ndhhopp5mrCk3muJYikaUh6Gt8UHx8uiI7PmWrw4PWb41w40cbuRBQ/5Es7nR9tIC1WhJtygtoTI0W8snP3GLbZtwvBlw6WDBeVHw4E+uYVK4rfa589ZlPvVD7/Dq+BFfTG7gHyWoANvNlPFHzlk+HhEuVfh1QnpiKPfkHjG8Jx6UD3vd4mJUXXd4CE9EgoDt2tdALa2UveggsWWLBL9fE1pNyKMUKLbTBS3SAJeBcpbk1HBbH3DlxqmQR9uErGioNnLNsFlLEjXI3us+AzlEIF03Fmsd60VOqIxoiGtLPqqp5wlmqXtQqFpFdqqQS6+imtVo4wk+yi+yFm+NlFNtLem0otpe5Bq3W4tKpL3PZO4CbDZyPzallMeYSspTqlkgP5HyFZ/Qm+6K44A3MLqjUF4aRZfPBbJjjT7KSBaBs5+oYWs4+1Ex1E3esuTHgeHDpzLVuo1Tl8ms5G8MacANpbkwmRuamZPEKi/rttMehzTIJid35PcsgyNNtaNYvdxgixaKlnaeYjYaN/R9drLKJNc6eZJQHCnK/RHbgxa9NvhJS3J5g7875NKXhOC7/R0ut+8XSP47wP/61Mf/qVLq3we+CPxnIYSzP/sDSqlfBX4VYHhlyCJW8j4pR5xsB3xLXeXKcMHA1hxtJmS25SBbkZmWrUu4u50xSzdcyRYY5WNjmICKIyZSxxjNUVVjGb+vcT9/xvaNHeqxQpexPrpuxHzn4ovclZTE0hA9X+MnA5TRhFx2aPp4LprgxBJSK+B1aVDnFrtRuCLhs/NXJQewlhpENxtiTleEskKl0qQXJiMB5NYIQDdamOvGyfMbg08tLomGjtL3VaAdUPZGoRtPfu5oS923DbpUdMG6lkKWtojAeqpxqewkg4JgNTEcgXIvEKz8TLKSsg9ftOwUJe+v9/BBcbwdYjcaU8v5MVWgHtM/hjRLxdppG0BD4zW7ecWlfMXr20O+snmGvzv7Av/ko/+YXyl/lbPRBD9uuXbtlGWT8aicULYJYW0xW026ULRFIFkrydMuowO5ERc945bgv0NK4/u8didXpUCj8mJ864x6vQlOG1qv+9KDNhhsjP1auVyqpSNT2QQTCzIkRq3UCZs24bQa8Ln/8UfRv3zML12XFjDJWg5sYlZyl64gjyGge2Cq/vNddbJD9SDaR7NZolsum5LkqXaALmO4CYYmGFLd9jXWDsXG5WjlKYPta60rYisBxKKThmUtoLvxUp4xSSUv2aNj1rA0p3VZw0NTk5mWga0ZxpaZdZtS2IZ72xlN0LJRDJon9YhX9h/z3DMnfHtxhf/tnR/lcDrn5y9/G5BEAs82xuLVsQa67c/dUAkImZpNrNauGEKvYy59ynEzovWGLDsnUy2vDh9yq9xjaCv+/k/+Dt9YXqcJmqNmwuVECjWWbU6q5XW9t9phdEdTvNryI/t3Sa44zpsBW5ewozfsmXXf2Pdhr93kYELdGpargqa0UMqN8d5gxmy24vTJBJ04dnbWlHVC0xhOl0OSpOVHx7fY+Ixdu+J6ccY/u/1xRtnLDJKav37pDRpvqdYpf+1f+RZn1YC7iynmjT2uTRYcpEvGpuRWuceldMHGZR+oUB9PS8qbCa/fvsrppmD5ZARO8Vd+9puMbcnWp5zVBSEJ6I0mDANqUPPtW1fZP1iS2lbYPNty/HBKNi3Zm6zZ1tLoePuhZA9b7bk6XlIPN9x+uMeVvXNujCX2rXRJn1+7ajJ2ipLGGaoqQamAd5qz5QDfKsBgrLjsQ1C41vSVw20sffjmo6u0jaFzIIxN10yoMFuDywLVgacZK9KFJllCbhvub3conZWil0djGAqw6LS31W5MGki9aIij7rZrJiXA9cE5rw4f8LDe4Tduf4zD3Tn+xxfcevcy5tzixo5vPhLz8XqRk28V9STwqZ96k9fGD/jd4cs8/KND0YmPBXCVVxz5I3NRGfwhrluzuyOmrirGtmoprVCNmLlUHdn15MJ8FhKPbgy+jEa1RBI6zNJEYgl8bOMDQMOr/+05b/4D8YRkRYNSkpLVrFJIVX+Np3/NHemgod4m6MTT1FHTPitxTkmGMpKyELTuNzZSHS6/v08DybCmWmaYoqUoarbbVPTH20yKOQIkWQsZ1POMZFL1GchtbXt2X4XQZwR393vdQrq4YH2DUTQxcELXkeSyYh5VHgb3VZ9uoxtQK0tIAsm4wrWGxcuwvmYYPNQMjjzJNqBrjct9H7/WAWSQdUqjaCexICQPsLYE5dG1JmQePWjw5zFF6aqj2lfsfBv2P285/gmkehv5XYkRc3g5JyFRmHsph//nEe/9u5fIZiX2wFOWCW1tIfdS/X74ITLJSqkU+BXgv4if+u+Afyinh38I/NfAf/Bnfy6E8I+AfwQwe+UgHKQrmmAohg0HuTBAhWk4roZs24RtHM0WpmHdyuj2aDth3WZMkpI76xm72ZpMO86bgqv5goKGxJZY49hOoXlzBxQMHnv0uiQMi7hYPaHIROKwKQXAjga9CS9kklKhqxazqvA7Y4mIyyz1boFLJeIEJF0iO9YQDI0KpEtZkHpZwraUOLk8i1FrceHEJAysgdajVhsBz8ahjWb0QG4em0uJMMCtAGaUgORmKNF5pgrYbTcC02TnYCuPaiEoSf/ITx121eAzQ7mXUM0S6TQfBNqxvFF1rSj3hKF2pWWQ1AxszbvzfY5OJ2jAJ0qSRLq9RSHMs9le7FCDBTJHoj2bNuW0HrBqU47LEd9aXGWalHLDyeXC9uDeLnbQspxmnC8G2LnBxDeubqHak/pJFxlzb0E9tyWsE/YuzXnvB7B2L390N1TexrSDOBoLhq2Tnb4OgZGterZ5bErWbSbJBtqxchLntvEprdfsJevYZkcfGTff5Gx/ZsmzwzWHmdw/Nj6liXFmXfVzrgXcVdH8ZuJGb+4H/WPCRRnJ43qCVgETLI1qSWLGswuaXbtiEzOVpzFzWZIsIsjWF4/V/c0i8Qg9EDcEPjGTHOw/fPQCJ5sh52XBNCsx2nNaDrg132W3kGQTq0vWLuWoHOOD6o2eW5VwbTDnWnZOphvuVzNO7JBbiz0S43h1/IiXx0e8OnnEw3LC//zOj6OAn7n+DlfSBWfNAK0C+3bJuRuSqLbPfZa67miuDLY3+eVRfpHpllEXsRcMOQ3P5ic9O//K6CHvbC4xNVt5TYLhUrbkhfwxBs/lwwXuP/oqt8p97m12yE3LfraiMA2fXb7Kf7L3R/zh5tJ3uXK/P2s3e+56SK2YphtvON0UNM7QNJbz+RAqjXeK5TqnyBuqKsE7RVNbvrR8li8dXWc+H5AVYkL7xO4Dfnz8LnfqfQa6ZjLb8NmvvwIBdr6WcPpaYAb8L9/+lERiWY/WL2GN5yN7T2i94c3Hl9gbrzk6naBOUsK3csxBQF/f8Md3n+X67jkPzidsFjnJmYDLwc6WLGlJreP4bMxwWKIU3Byf0R6K/CkxjuP5SDYDMTLs3fsHT4GiwNXhAqu6XHDFjT0BzA8XE7T2DLOay+MVrdesqozlRsxeHUD2XoBQV9uapm2sMG6ZjTY8NzkF4Ev3b/C7x6+gdiuqbQ4akoXC1NJetrkWaIdwKVuybjM+/42PiMkrmqCYSsV2u7WwMpIckgkD17GmRVGznacE61m0GV9cPMut5S6v7h/x/PCYL5w8K8UmWgieejniTx5+BLzClDBcKb7226/w+vIV2hzyBRFsCjmx+zXN6cc9qvjuMr6/L+v2meuBRkMeR/KtAhVTWnwc7wc+IMlQtRaztwmYlcE39G2tvmtw68C1DgSleOPv7RKWATVqUSpQrrI+Q7hbR+lQ7s31MiUUKqYxicxAkjUC5SolHUgkYehA+lMssht4koWmLUTqaEzATkuM8YSg8LURqBBlC03HIkfjXRpj4rpykvWhfF82V2gXgBgvCNgykM7l/uwT8FpFplnidaUiXcinYIU4a2YevVVM31YUDwybGy3WikG18grGDas8ZfliIDs2uIGP6TaSOR0iiCWef1qFKhV4iXAjFdlLJxVyi0QY5hTCwBGc4vRT9PXYPMxRScBPYjzcxuDHrZghAf/Shjf+wQ7FeAFA20oOeHicc/hZT5sp6u8iUOj7wST/q8CXQwhHAN2/AEqp/x749T/vAbQKWO1pnGHHbriW1f0Y2SqHVZ6hrTlIlzg0s+guHhopD9AEVnXGTrpl6zSTpGTZyvboQTWldYZmHDCVLMrNFcXg+g6mcuADupb0C9V6/GwCNuYzA3hweQzhLmUHo0Kg3R+xPswpZ+L4zU6lHad4Atm5x1uFbgzjOyV2GeutBwUsvTTpWSM5xVajy1YyoF0gJAa/M0KfrwhZipvkNOM4Ut94qQN1Akh9KlEsygd0K2M6H1ln0bWBt4qQgKnlIlLuGsK+QTlhmE0p+UsqgNlodCtAN1kJcKbUvPd4j/k053w1wC1S8rNYZe1kU6Bb2Uz0r2cjSSCqBbW23H08I8zTqB/z6EGLMgG3TtBrI6A79dBq2nnKk3mKrrRsRGMMVTsEN20lt3NjSU4sulFUM4OqNR/fe8if/gDWbvdnr1zWt67JspF1uXYZW5didcfeKoa2ovVSM+2UjjKHjIm9SLrY+LSPTDso1vzbN/8Ug2fpc+5XMzItemQpOJBykCrYXhe9cZID2+USg7zPOgmIC/oDSRkDXeHQkjeMMMkdy7z0ea+lnruBNPHFVI0sNv75oJm3hUThxc8NdM1xHYt/nmpE9ChaJ3XWWgU2TUrZWlZ1htW+j8ebVzmpcWSm5bwueG+5x7LO2NYJ1nhS4yis5DxPY2X1c4MTXnjumHvljM/eexHvNZ+4/ICPjh+Sa5FQaDypcqyDeBkqn5AgH3dHgpzbLmkkUY6chrkrKH3SeyOe1GNab/qUj4EWJrzzSXSReZeSJbPJhquptPm9tz2I+m7Ttxp+l8f3vHZt4nBec38+5epkwSSvqJ1B5RXrNGWpRHf7wsExJ9sBPihS26IVfPnxIdOi5OxoghlVNI3hxcERb2yv8Zv3XuFTl++y3mRkjyzKK6oZHHw5cPfsGUwq2ktvoB4E/Mjxlfem2K0wa0d2BAqylcRL+TTgT3NaB+/fGpGdKvaPApsrCp8Etg9GXPvoAzLTMkxls2qU5/NvvCCAxAYOr51KnmyrMedWwFEuUWZ+6FCp42t3r/Njz9zGasdpNeJ8K96OGzvnDGzNa+MHPKqmPCrHzLIN7dhQO0OIa9WH2KJXgNGyPl/cPWZeF1St5csPruO9osiECAr+qcY6JdfLZgTFkUzx/vnXPwlKUgDMRiaD9RVhNF2joVWkczlHeqtxY4edC0jZzAt0pcgfJnzx7msEC20euM81vtSA3SrMSNadboTYcLE3QIAicu9LoR0G6p2I/R3YjSI/99i1xtff9RTke163KKSNtZFkFNWo/vN4YvqCIiQXrHrXNKi2Bm8RUG0ldYIkxhSuDG4qSSk+jxK+oGgWKZUWdtjHtAmCQlkvwEwBJghAtl6mCNoTgmiKtfKiS44RamrYEhoNK4uPNeX1lQZlAiZvKJeZAG0F+aAmdI13MbeczAmgj5KT9ZMB2UzuHW1lKeaRPXYe04Av6Mks5YX80i2oDYS4uVBe8EL3cTepTs9BO41yARXkPYciZjXLRtdYB5db2tZQmUSylDeyLlSrhCEvntrQIF0Hbe5R6zj96P6e+Hr0KSVeXis0Ma0j4EZIqoj1BLSAZZASlUCcxiKlLUBX3OIHjqBk2r7zzndeuff9AMn/Fk+NTpRSV0MID+OHfwP45p/3AImWXzjTLYkWI9LT42cbyxgSPWBsS3aSLVuX0AbDeV1QmIafv/IGLmjubHcjOEnle7zGed1nWbqRJz/VmMphVpUwyR1jbGUx0DhUHcB5QmYldi0g35Na3CDh/CMFzVCx962SzeWU4aOK5MEcVdb46UhqtEcZetOIdMJ5gtFSFOK8PG/jUI0jJFJUEogjiiZI+UjTgg+0WRfqL/nFJKrXGmFkFxi0dJ+jkV2hA1P5OD5RElifKuw2YLey4IOWC6/L5WbjrbxBgqFnanWlaY8GPJpLrWd2bBgcyc/6VIpcmoHsOlUrMXIulwtp0F3NqZaIm0qhVhZ1JiUmOotZqkBQmjBqodLYhYmbgEAwinYoF4zkxGKqRHbCVhq9zHHK+KUz7qz+QhFw3/vaVY5n8+O+CtqjKL0YbSpvcZFyFeCn8Ur1YPqkGTJLNr25rwOeUm0s8iGAy8WCoa54vzrgMD2DDM6aIVuX9CC4e54G0z9fEwytF3mHnORo7EvkgjoyJfN2wNRueoC8dHkPAAd9C6C8FxtEetGBd9FQJ7ig8cjfWxgxYg10zdwVPaPuvMZoGUGv6pRpVooMKYLn3Las64S6tQyzmtQ4tk1CahyTtKR2lhaRWqSd/g9Y1Vm/oW68YWDEwLubrvnMM9/i1maPrx9d41tPrvCzN97mp8Zvk6uGTch66UWXI90EK5/DMlQ195tdHlVTClMztduLaDvdsHFpX4qydqnUjXvD5WzRf1/X1LZyed+EONFbHjcTKm95bXif316/+oFIv+/i+J7X7iQp+cXDN7icLCiD5bgZ8+5qn+PtCGu8tIe1WqIYjWOY1TROs60TqjLhbz/7FX7i+X/Of3X3l7hzvsNZO+Tr80M2Zcbn7j2PWyWklcLlAV/A/DlNtS8aQu2iNKtRsDZST20FzLidKPtRSW/6sUupSPYJbF+u+Phn3ucLbz4PKvBzr76J1Y7fffsV3CLpgSKZlBAp6xkmNcOi5nyb4MbCHOpS9wVSwQnrtWhydtItuWlYrIVomeQltTP8fvkRhrZmlFS0QeNbzSQtmaUb1kWGD4on5YhZtuFKvhA993rGuk7ZybfsHmyE9NGe6/mZFCN0c/Cn7tltIXXeamnJH2tsKeC5vCpygOCEkTRr3RvV/MCjKk07deitvijcipNHvYIk3ieCkXOfLFXfiqgqAdz1LMBW9T+rgrxGxRMZx7tcvCePPq0Y3VZ9jNmHuW4BQhZzdL3cZ1SlZayvI/DVArw6qQDx/o1G4t+8mPTwSuq3G8EIeh0JpI3kGI+n4nW5kNLpXvMMUcsclDxO1LaD6NAFIAe8Fq1y8Ipsd0u1zCBAfrhC68D6rJCGu62hJekfgyBgVKWeUGsBxxDbMHnq3Cva2OYXnMI+Zc9xiRBmQUf5JDLBDrHV1zRBZBZa7qly31cfNGQG+vPoI3jtarWdV4TWyHTGQzYraSpLiOA3RJZYb7UYJY34lfpDy4YnDCQ+j9Qz3l33pSndxKkrTNE6UFdSqKNNQKc13mspBVwmqEbT2ACpxwylllupgDYO1yacvmrY/0bL8saHJLdQSg2BXwD+46c+/V8qpX5ITi23/szX/qVHN8I1WoxBGmGjGteZkjwHuYwoz5sBhamZ2FJYOVMxMDUu6L6goAmaxgvwGCUVqW3ZpAE3bEkfJZR7cPpqwd7XnYwYrBFw3HqilycGTjvJHNaK5c0BLhWzXBP7P67+sbDEeSogMAwykU1oQClhnjVRGxZERgGE5RpljWihtZY66uB7NllVdW8WNMuE0V1ZsctnJXMxKHCZjCdM5QXwGmgLaZqxpY8AFanX9sI8d/Wm3hJlJgEdtcXtyKEnogXyIbpNExmT5PcTfKLQTlFea5gby/CuJpsHkq0nWQdMqXGp5CT3oy8NZI7RzoalG+K9lQtHK+1+ppQLjnYyInMBzLSRzWZAHMdVvFg7qcN1qeirdUMc/wXmt6cs2p0fyNpVBBm9x+Y6EDaxy0bu0io8qjfRdUxsBzaNklroDlh2KS2dzvlz957nd9av8BPP3+IsG/RNhVoFts72j1N7i43tczqa7DrGuau1TuLHPggoludJ2AQBm0Z5AbnmooykS8mYu4Kp2eJQPePcSUiaYBikdS/lANEEvzgU5/yqychNQ+sNy9jSVTtD2ViGaYMLitYZnNMsNjl5Ku9/pQKpLshsS9kmbJuE1mkS69hJ5Xd8ekOxjMbD7lz/5M57fGp6m4Gu+BfnH+G/OfoFPn35Fn91/Ba7pmTPrHjgZyx9IfnPIeHALFj4nD2zYu1SaQt8iiHvri0AWUz0SHWLVSKf8UFxZ7vbv0YjU/FcJufhxI2Y2TXv+30e1jt8cnDnA8Uv38nx/Vq7mWp5MT/qS2M+nt/jpXzG2Gz5teMf5nxUsKhyjPb8zWtf5Qvz53i4mfD8pft8evIu/9fxa7xW3OVvXfkS93Z3OW5GvPtkXxgmA3bUUH+05dKvZayvaFwOB1+C85cU7SBIna2PYLmVCZT3ijC3+GkLAQYPoiQgAkWXw4995D120i3PXD/m9t19/uC9F8mLWhrWFGIOijnqIJnJ02xLYhzTopTJlpdNfsds0Spml9YsqpzdbE1uWn7qmfcB+MK9Z0QW5mVse3N2xtViQapbHm/HnJRDZtmGH5ne5UG6w4PthNN6yOVMgPIwlftT1SqWPmOYyPvEnCSYUoiFZozUzFvJm/ZpwK5lg1G9UpK8nwuwW1rcyKG8wufxb9QQMgeJtCT6gZMkBB3w5xleyD25N0StadeOls5lvF7NLuqv7TqCoojBkiW0OZBLHXkzhmSpmX+shX/24a/bvm64iZsEIxITXzjUVnQFupbX1e81sLDoWkBiGDXo2OTmdmSNSZOr+gAYbGctapGwBIaTku0mAy27BkXcRKiASZq+DQ8EyDmnCR6UVrS1kWKNlcHs1dTbBFO0uEqKb3QqRrsQAWKIOmVQJMMa76RchLSlWWa97EZZL5usAMm4gqCwiSMAi5fk2qzbqE8OkmIR4p5GdewsF6+xbgTsCxko/w9G3pPadVNpIRqVU6LvDZAN4mTDaepFRlUbTNGKsd4E0seWes9Fxl9L2293f+9ymjUXtee1ECHGeJTStI2Ut9io8VfIea+2Iv0CqQP3XpHNyqcH2pQnBSQenTvayqInDZvrcOc6csH5Do/vCSSHENbA3p/53L/33T5Od5PvYtzGpsShmFoBlYly7CcrtPLkuuG4GdE4w8hUfVnBxolOeT8TzVimWypvmTcFVWMZ3dYEm4rG5kYJKmf6XopdCYsjldcI2+sD3eqpL4948Fdyqn2P2ShGdwOXvtxQ3FtC6yQSzipUqvGZhQzMqgIieE0iAAcocjELGieV1Vr3EXAhfhwSQxgV6OUG1RqCMb3cY3y7JFiFt5rVYUpTKLzR2DKC0kgfeCsV2yoyyslKouBcimguC4WpY0mKgnqKiOa9kvGIow+NTx+kEvafAVUM/zdw/mpgeF8zeHix61TxDWgqSbYICpoDhVHhA5q6YAIhUX09ttehfwxXGfS4kR3xfQFTwcqbtT5sGO+uWd2ekj/R/UjQlJr2zzQb/XnH92vtBuhH9joywVp5Spf1gLQDxUBvUOq0rx2gBXltBrpGE/AoRrbi8WbM5v4Ipg3PDk64V+6waQW4TWzF0FS9YbX1RlqmUBRaKq+vp6Jh7mQRqWopfUKJaHE1oX/PmeB7cNmxxx3ANnjyp4x9TTC9FrqThlTBkqn2AxuG7t8fm90GZEPw5fMbrJuM1DhSI5WpmW0lsz4o6tagFWRJxY3xed+Il9tG3tvxqpWbltNy0G+OZRMgm+yNT9lPlpTBctYMGZmEH5nc4VPTW/zfRx/jT5/c5N+4/lWmZoNDMdZbUuWkxlt5ctXwoJ3JaxHEdDhvY7RivMD2kjDtWDY5ayfFIvvpitem99kxa87dsD/nX1/f6As7Km+ZWtF6P3GT727NfZ/WLsA1e8bdZg+nFFfsOTsmw6H4xd1vRjOjmB0fNDNeGT3ip2dvsXI5iWr5zMHXebu6QuUTZnbN1eScL4yeoawTfu76W/zam5/gpWtHvPmZy9jbOc2OByWyNDzYtQCXdnAxDg6xqplari3rwyCb7ssVz1494dnRKR7Fvc0Ot28dkJxaVJuwGeSwV6NHDX4TGcLY+PXee5d5MJMSgfUm64FIMSnZLnKIZUXHD6Zcvn5G7W2fsALwE9dvUznLqs1489El3n28z910h2lRsigzqirhgZ7y3tkejTO0rWhID3fnHC3G/WjaO42xnjRpYReyM0UzCRfa0nORpbg8TtiUbAr0wxyXImkWJ4q6MTR7wir7BHwmUjWzNL2/oznPIYhXJFnFEXcTy7Fa2Zg8rfLJThWuCNQ7nmCMeEw02JXICctLDrPWmEqu69KAJsURH/q6DfTMay+xUAEaJQyzAhflkmptJVVh4FBbA1vTS/t69j7zfcOk22lJHyTCMgM+JKjplhevPub2yS7uKWlHB8hCV4sdlNRVrxP0qJEiDhMwgxY7qqI8AYmOa2WX4kupf1ZgARlvAAAgAElEQVRxYhLi7wHQbFJ06lBapIm9XCNzIteI04JmmZGM6t6k18kwzj8mqSeqUYzf09i1SJwg6o87nOADKrLH3ogcNVmD2UbphVH9xKWdCKgfDCu2y5wQoK4i+60CJncY4xlcWbJe5jRTSa1QLjLJUVfsk9AnlKhGwVTAdtha6tZICk0rLYISvSdNhmKGlY1HPqzROrBZCTMfKnNRROIUeqPx40CStjgjzHet5Z5llv8/q6X2KBZRQwwwd8XF12LGbNPrAGBkqv5G0wRDpkSm4bxm164Z6JqjZtLfPJWSMV06D+hasdYZ+RPQzqPrbhQdhO1tPYRAdWXEk0+kVHvy+Ru/5Ri8fw5NK3nHSokkovW4XGQawYi+WK234AMhS9Dbqn83hcSimiAxcG2LUgUhBAHKVS1jn+pCT0QiWc5207k5NW1hpe2mDDSFLGyXKanu7t43/mKj6C2Ue0nUHV2c82DAbAK69aLV7iKcxy0osLkAAZ+ArZXkKKsgsow8YJeacj+wvi6thj71hNxj5gazlfYonwCt4vzRGFWa/ndSTlp0VLiQdqDiha80+DKJLtT4u6rouH2SsF5MCaOW7QjU1gio92C/i0X//TxcZGQ7TW9nXHuaie0YyK7NrtPy+qDxQOMtHhUlAK5v6lu6nJvjMz7x6Qf8vYPP4lD8+uKTXE9PuFPv90C1M9IlMZ830Y5MtQxM1T9nJ8noTH0dID9tBQhcRMm1ZDEtI4tgsft69zeCgPvMNj2j7FCY4CUSD4ULcmnpzsP9asa9zQ572ZpRUrGMluqy7W5GEpGH1+RJ26fSPN6M2c3XDGyDt4rctJROYvKuFQtGScV+suoBu47nl3heNz5lFoFpJ4n5N69+ibkb8JtHH+Xt+5d44fAJyRXHteSMPbPqTYdrn/XSlEzLiLaT0WS6lbQDbxnZmlS3ZKb9wPP/+skn+erRIX/7+a/w06M3eD59zOfWL/GV8xts24Sz4ZA6NbjwnQON7+fxuBrxzfIGz2ePSWJ8XaJaGp+RKgfItbH00qQocX9KZDpuyNRIo+EXl8/y07O32LMr/vMXf5Nvbq+jCbSrhHe+8AzWQbPjUa3ksDbjgCsCVRz7u4Gn7VIZAhSPDKUW2UG4WvI3P/pVZnbDxqcs2pzH1Zhtm8gYtxLW1Q8dL15/giZw+2TGZFhyNh+iVKCZZ5TzjHS/ZTCoxOleJlT3RjBqBVQoYec2dcJZOcAWntTEzZCXiFEflJjxGtEhV61ld7BlaRzLdc4gbbAxNjC3Dedl0bNgRgXqViYl1jiRIh06zKq7yIn2N8Tpnc8C6blITFSAakeSPOpJgOc2qOOc/LGhGYlByheOYAJmK7FYqo7Ae34B6oK+aI/tjFtd3bhuVGSuhXywG8XOO46zVwzbay2qlSSOZgzpHNpRlDX8IJauVwISY/a1ONJCNMR11KjqNa2qVdCaC42yhuBF6x3SAGsjEhwn0guZBAe4VmLj4905nVHHGmltgmiOvca1F1nGbp2gMifnPsD4yhLvtTTXORkBhwBKX8TUYT3ZsEYpiZmzmcM1GqWDGPZajUodOnMCqE0gbKxITRR9pXRbWdomoE2Q8wKoxmIXUaZke/gELk6YO+hjlOCSIF0Mo/uhl1x092BvBWcQgMRHtlxRrdOLDUds82tK2ye9hPi6hDSgBi2h1VAr/NihymjsGwplFJw8WZ42rDZ572MxJv490bvm05amtLSNwSYOY0UWhlfYUcN4tOXseCxLwSnKecZ4f025jZ4THXDD75xU+0sBktunxqUyxtT9CLtLDOhugiuXUcfvdUExMhVnYcCldInWgbvlLgfpso/FmjcFVZkw3MioqZqB269ZkjJ4nDLetBe6NKspDzJOPmppxoHd1z2Hv7dEL7agFH6YY8q6j4lTIYBWmNKTLBrsfCtRcs5HKYWCshYJRjxCmqC2JaGqpZY6yeVndNQdr7aEsiJ4h8rzD/wsQLKoqXdSgoZmKNnG1NGU6CWSbburJfc4ZignWxmXJNvQSzVGDxrwgXqSUO0GZi+fcjiec3cxxcccUTdPyNcyGg1GxoBmo2l3HO56rMysDcEb2cE7eWM1k8hoZxLX4uZpX1WtWjGN6EbAr27AFdDstdjE0za6f/MrxESI6satgXC9glqjz+J5ido5/8HT9KEdisiqBkseNa6dHCFRrmeMgR58iQZZR+BZs3R5TJRYo6P8oWOXE+0oTM1YO5be8Kie8PtPPsIs33CYn0v2sm6xiMnsUrKIemTbP1aD6kEuCjLl8UFLbbTdkKu2T6ToZBU+aEamZOOzPhpu7gaRCa/6xwbZKICwxCY+dve57t/WG14aPWZqtxw3IxZ10WdHy9c1w6RmVWe0XlM1FmtkxHZWDWiDgI9lnXFjdIZRgVvrXRpnOCwuyig6yUiuG3btCtoRu0aKTQZJzVk75GGzw9XknF+6/Dq/dPl1fuPRa/zjdz7Np67c5YfGd7iRnDDUFQ9rqSveS9byWhjXmyU3PmVsSjYuZdGK9nrZ5GRGQNQqy/lb+1/k52evczORVIM/WL3Ce+t9RknVy2863fIP4vBec78SmdL19IT7blcmBnFTN9ZbnrQTlj7nWnLGvXqP96sDjqsRW5fw8uiI/WTJqsk4a4cMdcVQC4ExbwtUqfFJgER0h37scJmmOFIf8D2ERK7xybkmWMh/8ph//fobjEzFvWrGP/32D/Ha9Qd8cucehWm4kssaV8OW2itCISAC4N1HB/hGY8YbtJGbuRiGNKl1DNOakyDjYj9pBeDowM0rp7wwOWYn2bByGYnyfSW8VZ7L+ZI7qxmXxituPdrDmGh4TWqUChRJiwuKbZVSt5bEOA6Ga6bZhRn33vmUw905zsu1QZeKdqdF5Q7mCaERxi5dCSAVll1MaHajqFNh9owRLW4zCvhrJcl7BW0L6VxTHkS9vg0k50ZkaVquu505MNgLgFzt+14jGox83aeB8pmGzTMas/IX5qsUsvMLucYP9HAK5bSUW4QIjhXy/wjWlNOidfUIWx8Z+07nDkhkXKvl8bxIGL2RjVuiPc0qZTQsefbgjDcfXcI7HSMAZVqgdcDVhlAaVNEyGFWEYYVSsJoXZIOm/z6t43pETGYh6ssByqhT1lkrjxeJo+Cl3lylgQrEKJn6ngW3wwZjnbCkEcR3Bj9dyr1bi9WHNHZCRW/5hea8lTppMf/TR872oDrA9rLqJZD2cUKztNgYWaecSJyU9bh1glkYqn1I8pa60UL+1Qrf3dtjQkhQwrK7OPkJpTDBVZPQ1jIVhQstcgiBurbU6xQahc8UiZVJZDGoKJOUtjacPZz0bDXWM95f47uIWCOgXX0XxMRfCpBcO4NRgfNmQKYbHCKXaLzp45eqYGniq1vougfLK+jNQsIs6z5OS6vQSzlcAa6SXfN4tmFZGZY3LYvnxqyvuz7HLzk17H3Ds/Otc/R8LeA1BEKWYuZr3N4YvSyF+VWKkBjSsxp7shIG2QnLrGopAwmToVC0zgsD7T0kCZQxDu50jsoziaBTilBkAquMJmxL0KoX2Ve7Ao7buNs3ddQAB4WbKUwVMA00E8X6WsBNWlSlsWsxMDRjMQaqBs5fSVBNNNqNWya5XMzzpGW+EQZExXgkN/KExOPzixHVznTNOKs5WQ9YtSMJ7B44/MgRTHS2OuIFTG6EupQ3VWPAJ083+4EdN1zeXXCeF7StxjtN48Ebi6llNKs82KQFZXAjLbmgWpyyPYPwIR9Khb6pDgSANsGQRNmChp5t7QByB55dZIs7cCk65iR+zUT9surH+7lyjExFZlteHh3xseIeD5qZ5C3rhgO7ZPnUFKYrBnFykjhqpr2EyRA4bsciUVAtOo7Wq8gaJrrpC0EcAqhHpsTg+5KNHbPh3A16hrYzwTXeMEvWbFzWT3PeWe5LWURSMkrie7q1DG1N6SyJleKRUQp/4/JXcGgu2QVXzJxctZz7gnVIOWlHGBVYupyHxQ5fO7+ODxd67+73mCZitJs7AeMjU7JpRQLT+JTXN9fY+pRr2Tl//5nf4ZvbG/zvtz/J2/MDfvHKt/mJoRSTdPnWh9mZFK4oKTTauJRMtwxMzXk7oPViIq6cXFK/oQ95PnvMzeSUXDXUGJ7UIx5uJqyqjIPhql8LO2bz/83i/HOO0Cr+n3sv8SvPfoOpK6h8wths47qVwpkryTnH2xt8e3sIXBiY9rMVG5+SKMcvHLzOnWqPmV2z9tJUOLVbQhpITg3VgRMwg8gHhvcD6+sX2MZsND4N3Pype/zU/nvs21W/lgB++aXX+a13X2bbJry280DMp7bi5tVT8hsNo6RinFQUppHr0Sbj0Z1dekNcNDkdP5xir5+SGMfNK6ecbQo2m4x2a7nzcJfro3PulztMky2Vt+SRSX777IDWabZVwiCvsYlju85wTrMuU4yReLjHj6ci5Sg1yazi/HRECJBGoERQvH/vAHWe8H/8/jX0KOCSwM5szflqB7UVk1FbQHW5QZUGuxZpHAi5UO+3tKeitUwfWTYzS3W5JTkzJCtwqaaZelSUG1R7gfRc0Y6FkNhckbz54d2AKxTlxyq8U9QqRXlFdqJouz1b5vBNjFTTEDYCpmyM5fxAoceHeShh1f0g3oxMlPO10nYbnOhhCUCpL9huxQfiyPxUIsR60NzpmwGzNjBT0GrmiwE3p+cR6DqZJETtsms0NmtJJxJr2UbQ65xmNN2yfDIim5a9VACkHCRNXdS5iwygSRwh6nq7vwUFygSqdUo+EoKjmJbUVYKrNQRFu04IQ/CtJskkcrDT2RdHGruS16odymTGbsJF456LQ1wHpx+TRjxiuUqXcUwdN5mJ/E6dqV6IqYupByAgF3CFbOLqVSpgOE571dag9ypcaeV7Pbg2lYSZLEoxrMdoT1Y0lOtUUrDqhKRoMCZQLzL00uB3JEP6ynjJukmpWotLY4Z13CiFACr1TPIKqz33tjNh3iNQ/k6PvxQgWQFfOT7kE3sPsBEgt16TGMdZO+gd/F0ZA1zoAus4+ly3GRO7pfWG42oUTX4FqyajLS12Q7/TtFpekKBg523H3rdkZ5adlOhNgyorkTs4D1UNxqBKkU2YR43oiWPOsSobtDFgNH42kZ/t2Gaj6bKQAQHb6y00UQdd16BjBXVkp4NWhO0WlSSoNCU432vHTOVjnqF8TjlNspH/b/eNJEHEEebgoWK5A6HwhK0WRnmu8ZksYgfYRpE/1mwN3Hq4x9WDOZsqJUsa9kdr7rS7VAExhbRa2OSVQc9hvt5l8omHXJsseOt0AFt50xZ7G8pHQ8lW3MhGJdvdYq0EevvjDLsWJikkHuUMSkO7SkgOHOOiZL4uGA+2HC/SfiTUDkVPp94dycA/6pTtRsZGXUrGh320Xm7m96sZ+8mqZ2Q7gNlplLtRdccQ+6BFOhCsVDt32cYEjptxn07h45Rl7WOJBpqRrbiULHjQzNgxG3bMBo3nuJ30z2cIvaSjA8JP641BWvWk1j3rwXontSAaDF0cWxotTHUHkHU0JOZKLl6d9GOgaxplelNgd4ySijImXUxsxcRW7CTy/A+qKVuXcF4PWDcpZZDHPXcDds2KgWpIVMuynfInyxf46smhlAsVK86rgtlsw9wV5LrpJ05Ts2Hpc5Zt3re67SdL3i0vSZqDT3BO8db6EplueD57zGdufos7213+yTuf4vUrV7mcLVg2Ocd+xMpl3MhPuZyccy0549vlNTLdMNA1+3bJ3A24XpzxQnbE752/SuUsC5cz1lvutLvcrvf5+sk1npxOeO36A1IjevWlz/lBHov3d/in4RP8nee/HNdGSxOsrANnSXzK9fSUe7X0vu8nS87ssE80uVXu90TGN9eH/IsHz7NYDtBaRv7ljfoiDqrUNMNAPVbY55bsjdecrQt+/PAOrwwfATIxdHFT0wTDM/kJ96sdfvGFN7m13uXr54e8PHnM0FbcHJ9yXg/48ns3GU5KnpmdcTBcU6QNDytLqA120mATx3hQ9lPJaVF+4ByoxKN0YGgFaD8qJ4xtRRZB8iQvWdcpSgWujJc8Ap6/9oDWG15/cAWA5TYDFTi8dsbR1y7DDEEiG0sd48JYJOx9SaZ880/UFLdS1MOEMzcR2UgmmfGHzx5z/+EMKo1udEwegtEd8NbS7rSQCPgZvJ9Q7Xt8Glg+55m+YVilGleIXM0NPN4KoAxGRt7uXtYzg8WgZrtJcUNPtrclvODRX5kKExslAempob7a0MxAOSM5yvcUixfUDwwo+0GM78s9tESTuZSJiAQjCIvcxaf1Wj+EafVAly4C6E0E00Hjxl6qjSP76EvDvM4pFxnKetJC3hujURmTirRkZDstucZekaWtXDMPVtS17RlkpQLGCDjezgt06mKMmgfraaoUUKho6Evzps9LTrN/idlMB5LE4ZQU3GjbaXij2TIy0vUk4DKpEkfD8I5MGXQtgNcVXqQ6XfQasjFSTnTnwct5andbsoeWdiKJKB2YNmtZc7rUqMuVsMaJpHKkx5Z6v0VvDW6VMLuy4OxkhFpZaBTmyobwpCAMvMhOait/S+JxW4vaGupWoXOHHTa4UkOtWR0Peet4CCZw7dqpGPoGKW5tRX6jA6E0PHzjkmRhJ/5iIzT8kIx736+j22Hd3+zw4vhJr0/cuiS2Zil2k3XUw4lRqWOoutpb3aUBoHh3sc/JenAR7t4q6jHkJwIgF6sCe2pJ1oHsrMGuavS6QlUxrk1+KfzOGL0WqQVOMpUxOoqcPSFLxYgn8xT02aJnkoP3KK2FcbaWkCUChocFYd4iW1Ek5WIQa6erGlV7yLKLeuxEspRBWAJTe+zaU82i5CQTkFgcS1KHyzS6UZS7GntiaSeOnY+dsNpmtI3BbS3JEzEBmLqrwgRfGebbnLq2DIuKxDh+5WNf59Zqj6/fOoS1xa47A4iiLhy1MzivPxCO7pzG7m8l8LzUtBvLD79yl1WT8eb9y+i9mlalzJ49Y7XJ2e4a/HmKSj1H8zEhKAZ5xXM7J9StYRHGmJUWyYcVzZ5yCr1T06wsylnShcRH/SCOLkUiMa5n1qootSiDFemBT1i5vE+26MbZfbqFbmKEWoImsJ8se7nGus1i+oCni+6+lC8xeDYh5aiZMtC1NL3FF9Moz1kzYGLLHrQmyvTgXfTLLkaeiTHrWnqGC1p0qebCtNdpkl2UQAHUEbynyjGPBRwOFf+GlI1LmdotpU96r8G8LjDKczhY0QTNuhXGUavAlUxC3+8oKV4BOLALUuX4rcXHubURr08bNK+NH/DXr664mpyz8RlfVjepgu3TJgwiP3m/OuDLZzc4Kwt+eP8+L+UPmZiSvKgxkf3PdcMqnt9EOV7KH3E1OWc3WfO5o+fJdluu5nPeWR9QecvnT5/n8qU5b5VXhRXeTvFB8ezwlON6yNDUXE3OuVmc8ubqMnfqfQ6TM3b0hiY5JzOyOXnryQFKBS5lK55Jj/ua7A/9iKPncpvyu49f5mcvvcXcDbianPUbrtN2yGk95Ntnl9nUCYO06fO2d/M1H508ogmGL57c5L3bl9ALcb37AOSB4dspm6sRuEwbkuOcahecU5wsh1zfPeeV4aM+Bq8Jhrc2V7ienfXJKSNTcWuzx83hGVuX8Af3n+cnr92SNahbfuW1r+OD4lE5QSeBWb5hlNQ8Wo5ZnA2YTdcs1jnDouLyaEWqHW8f77NdZSgdeObqCdO0pDANmW4lf/+pcezRYsz1nXMmacnbJwdcGq369XxptmSSldw5m1GMKraNJAp097RkVuHvCTWrApy9FrDrGD8WZPRt5gbdSpLF4bPH/Mj+XR483mF417A5FFNZstAsXugYT6Hyql1P8VjjJo58p6QuLcsXMrJjTWUV5vkVmfXUb07QS00zawkbSzNzuEILQXJnTNhpMCvD+EbFDx3c5/frF0neH+Bulqj9itblJI8Tdr8VmL8IBEm4yI/1D4ycIPBUy14QXWyn0wXRF4TICKvQs50iuQiELEoyWvk+X/goR5EHsE8Sws0WrGf38kLuc1H/3FQWYz1Na/pWvRAUbpmgihYpEhGTpiS9eKxtWS9zbCqicO8Vo12ZILmnwLUZx9KRRpOOapraYgd1ZJ3FJOcqYWHtIGrmG4lggwgrIoTJT6GaQj3zpHMtvp6VTKGrHTknxZHG5YpQeOk2yBw68bx2+JD7yylKBc6XBUniekNqszIyGYqV76oRaYPZaNzIM8hr9CCwOhr1Bjl7bmMcrMJGjXHI5N9mmaGmjWxeVpZ6bZndPGOc1VTO8ORsjFukHOyKvHAxyFgejbh8eMbZckB9kvPgwS6Xr5zjSiNJGZVc27L9LeNrFdY4yti4uZ4XYvr8Do+/FCDZec0orZkkJW8tLvHi+Mn/S92bxEqW5ed9v3POnW/Mb8w5s+bq6uruajVJk5JIC21RFGTLAG0vaMCCDHjjjeGdvfHCSxvwwgvb8EKAF4YhCyYEW6JFSqRkUmKLbPbAZnfXlFVZOb4hX2TMccczeHFuRDYNyGoBZlf7AomXeFn1Il7EjXu/8z/f9/v2LNldCcNKJ/ugnnbentFahXZ+8mydJFAtsypjWSaURbyvNkR5z67rtvmtlsjAUY87XMyy2+40xtsr9pXUm32gD2NwziE6ZBuBAikw4x46C4leFJDGCG1wgQKloNVQlLgk8pNi40OBHIxgOtuLaZx7WY/dtIiyfllfDci2Q4s9rXFC4MLOc9RabPd3G4r933Xqt8z0yCASv61zOloRSF/K8mH/mPZpvvcHC+1fozz2Cdk49B++r+SPmdY9hqOCRSvR0ocf2tAyPlozTkpWdeILPqyAyO7rOZNe4ytYa8X9F0e8fXjJl28/5ZPZIZUyJKHm6OgF6ybmXI/IBxWvH1xR6IhAWm6lc8bXC/5I3ma1zrCNZDTZkkQt6zKhqQNsamgOBTqXvojgczikcPu2NSksG5PQ6+gsO9EL7CkXYUd+MM6Xf0j8llVhfFvbOPDTVTpMG7APyxkHQ1WyIeYoWFO1IUUXTvtRDFqmGm7Ei71/+EdrqT3NwQf4DMKH4DqqzE4I7ybaFkeLzwYoLBLLC91jpAoKFyKxe2rGXOd7akdPVdTdVHm34/P64IpceSTarMm5nc4wyJd0GhsxCbd8UJ7yh8t7PIiO+HL+mJvRDCUsQ1Uy0zm9rtxjqvschysvbITGyJcmyVD4Haivjp8APjj5tDnY+5V34n1XOLRbTERCd9zrF/Ru1Pyzq1e5qnt8aehbA0sT8vur11HCMQpLQmFpneROOuXN7IL75THfXt/lJF7RD2reX1+jpypOgyXf2dzhMN0QnhqezkZ+kmRCVjbdT/Z/4ocD19OMBgVPrsb83fJLHGYFs9KLujxqUNKybSIarfbXhUWZUNchqzTmrf4lv3n+NlfzPnIZ+AWs1wmkLyRt3+ch1DxAT9gHem8dLnhz+JynxahbaHoay/PStw/+6HvVUzWv954zbzO2OkcJxz/84RfIBhXjvNxXnz9bDik2McNhwZuHz3kyH3F4tOb2YE6V+5rrJNT0o5pRXlKuE0ajDQ+fHAGwvh3z2uCKWGlmTbYfwPz8jYcdk9xyZzQnCxq0kxQ6Ig8bImmY5AXPlz2W68zTgYzi+smCs0+OCG4WPsA1j5B1FzacdAz7bnosVr4Y4zRf8e3pLX7pjfv87voLiEYgW4FOHTbuShY6RJeqBSaG6CKgjkJcGRAYQXXsEXhNGZKOCnhzhdaS4EEPcafAaEl0qCnyhPHpiq/f/Ji/++GXmc1z7KEgz2qW/YQo0l78WWiPWqZfCcif+fevOvTCy30eCqITsy7002K59k9CbD33ej/d7phntpsy7z5mwvnXTW1Ux+L3fmbVb7GtRF5F/vutRC0DVllGONogOsuECg3WKMB0LN+XXmEZOKK4IQzMvlzGOfahsWYZIxJDEPnyDWuF5wq3EhFa0rym1DFRryEMzZ6jnI1K/x6GGlMpwl5Du4y9fsm0b3w0vp1PdJfC1Wu78wUa588zF7iOB4i3RPQF2bm3Jal+i1lFGG353g/vvLRcCGi7RZ9ITIeJ615L+9Kjnp1J1m9YiqvcL1iUwx41mEL5CbMD0dNUbQCtp7GYnvGM67XCjTQusqhlwOxqwDpt+dLNZyjh2OYR00WPLKv9QwuYzvvESYM4LGmuMi4vRsT9mrpN/c5ANySttSKPGohgtsphG7xkTv8Yx0+FSN6t2ldtQiAt33x+x7OTlaEX+guSsdI3KoU++R8pzTCsyFWDdopZk3F/dcS0yFhMe8jY+O38zipQHXqDeXOz4ZXrUx7oY0wRUh5FRGdyL5BdoPw0VwgfvLN4e4VVUNUQBC89xqstbpRhEkk7Tom0hXr7kn7Rz3C9xE+lowA533j+MSD6fdDa11+HATaNfBIXIAoRYeAtG7qbYAM2CZCVxqQBbV9RjSPy85ZgqxFWoupuZZZFHtIvHddP59zuz5HC8XA12bOng0KgKtEtHCDt196HLBzaKNKg5Z8u3qAyActF1kHYDfmopG0Vxz1fHb4sE9wyIlxJTCZJbpekUUutFaLvKIlZPhryrSLmSzef8dbhc6wTNDbg48sj6nmCLBVt6sXWoko5zdfc3xxzO5tzfbDiveNnlCbkmw/v0qaqQyp1FZ/SbwuZ5PPZ9jOdB34cbP2uh2z2XuDC+AvjjlVsu4j5jkgRC+2nry4gUw1LndJX1d6SMdUZtVXcXx/xd4L3uBNNuWgG/HBxjaumz83E493q7k5Vmog8qJm3GZUKOwRauN8+37XCgReSlUnod4J2Emy8d9btGgMlTfdzZ7rHYbAilw3QkMiGtU2ouoa6jUm6qbAlxFH9SPPfTgA+r/v0M+9pLk3I712+xteOHtNK1eHQSvqq4jwadhaTkMfN4T4EttTp3trydnrGrfQFV3rAsk1ok5dlIqH0r/NxuOZRNWEUllgj9u8qaMcAACAASURBVI2BN+I598sTL6TrjCRoO4ReyDM93ovwnqp4d3zGH1ze5X1xyqu9KUfRhtJGrNqEVZvw2WqCsRI9UaTqZW33JNiy0gk3kzkbk/C/TN/iWrrkNFl769jYX+9GoV+cb3/kfflJH0JAP66p0oDFpxOWeuJDXbFl6vA3ydgSpJptF4TLspq3Ty95th7y6x9/BWukt1Ht2LRdo1nxWkv/hxHBRlDeNMhEI9uQZOp4cjXm3fEZr/SmXS24xDg4jtZc1ENetPl+UHIUralsSCw1x/GG/knNP37xFvWDAReijzlouXtzyu3xnFmScfl4wh8+GyAyQ3WeU9/yNApWIefrI4pbS0/c0ZL5ZgyBIxzWPH4+YV3HvDaachhtWbTe319byIOarY55shqyXOW8cf2SRHVYRaW5O3jB+Yuhz4f0LW9ce84oLrmcDLxPsvXBZRs5ypuaaKb2Agb81Es0/rr4xck5/+TTNwhWEhN3RKHIkV7fUMxTRLeVnD8NsRG+zOlZjO55S4WqBTp0hE9ilsuQ6LTwk8obFRiJM5L2YY9sJpjbIb9p3sYZga0CzssBedywHLT8269/n//th+/5HUfADAxb5wklqvLBQT6Hy65QHQUkNlD7wY3rgnvCCtwuT2NeBkNF68Wx7QgXsvQCDdWFyLZB5zN22OMaZyT9YcnaSKQV3B3OKJuQ1Sz3derKV0GDp13IVHelFV0Q2figaFl31B1lvZe9CpDK0W4idOBIejUq88Opah379zeyNMsY22sRnTW0WKaEWUO99PeWdu0FMqHFaembbJVDJAZTd8/LeAuPsIJ4JsguJIs3/fAMC0SW5giiladlJEnLdh1CV8wSHJdeiNsuJKk8ok01Agq1L/fZ4QS3t7rhYq/1m+1G4LYdkSNw2Mxw/XhB1QZkBwVFmCC60J5wIJcBNje40BFehOiB4jvN7b3t5M7xjFoHzDYZIjFIaQmUpZhlXpQbQT1LvTgfaMJeg9GKLGqxTrCtI9+QGFlE9f+zSXIS+IvNtMj3wZBdrecwLnm4nJAEmlmZsWrifUPflewRSYN2kkWZsC1j6llKuFDonkL0W2TgsFj0jRoZWkLhmG0z4l5NMwxoUy+GRdWJ18buCRU4h9MaYb0HWQSBD9t1HmSsI1iWXVOfxaYhIugjtpUX3NJbM2wc+H8fZv7naAtxhChrL8AB0XZiOAqxUiJajaj9JHuPcxMCk4aoQhMGsuM6C3b78DYQqNZ6DqYFAsd8m/I37vwBN8IZf0v/Rc42Q/K0ZnYjQs1Cv0sz9ivfJNA0gWK5TtmUMd/f+LAOjSQ/Kkij1mOVniY8+qBHM/ATi3jqTzg9sBz2tlws+uSp30JWsUFlLfo849vFXW7cmLGtIzbbBNMo4ouQeAbrsW+PuzucsWljjpINsWwJhOWy6vPDz64jlyElMeKoxmwDZOEvkDa2vn3qczh2YnCuc6TwCLTKhlyLFlzUAz/pRNNX1d53vBOOhY32AjGWLceR/xzkst7TLjZxjHWSB+Uhz5s+oTDc7s3Jg3r/M8EL5VQ1KCzjsOh8yJ6m8aMkip3Pefccdh7mrY1pREAk9N52kQjvT+6pispFLFuPixuqrSdcWMvapn+qmnr3moSdBWR3WCd4VEwYhqW3KAxmlCZEkRBL3U3ZNWknPPzjlEx1b89J/6Q4pqxDHslDZGz5ndnbXJU9wsFLq8suQNmXFUrYPdt4J5DvRlf8+fQTXtiM78R3PcquI2F8Z32bflBxGnn7xzAoeXtySWsVn24OuZ3Pub86QuJorOLsfMzh0ZqfGXzG0mR8Uvgp6EfFCdp64fzN6R0efXxK8/ZT/uaNb/CgPuZRNOG8HGKQfkH1+dALkaEl6dXMi5SmCZi8NvMNWk5gnGC7SbCrEFqJ2cbowEFiWW9CvjfNQfubqSwlgdkPnZA3C8x5ilwErF/311U1aFDKsn2vpHqaoGcJZ+WQ02S1XzQWNuKiHtI6SSp9EU5PeRIIdMxt1RDLln/9Cx/xTz99Dc5jorOIp1fXcTcq70e0IFqJmHfkgA9GpM8FwxraAayrEaEW6C74JRqBvkpAwkI48kP/GNr58z0Slq329r5JVlK3Ics64XC4obGGQntGv9FyPwl8Mh/xSe0n1Cr3KJ/dzmawUjRHmuxhSH29BQG2FQQbyQ9+cIfvR749j8xP4U3PIFNNVUSe/5oa1MMEnYKJffja3S0JHqV7EpFoBc21FrFVNJcZrqcJLqN9eG34Ccx/oeKdO+e8Pbjg/7j/Lq2RfPj4lP6wxJUBv/7+e5z8/ZimB7PrFnURY3JLtFQdTejzEclOC5KDkpuTBbUOyEIvMqdFRqMD0qjl6olf/AgjPHI0tlgp9/QKp7zVwkWaJG8oW794YNXtxt3YcHc8Jzq44nnRZ9PGvulTeLTZrlymexWAlxabHY2hasJ9MM+H/py3xdQBIvCT6nKaebZ33TGfJR6TFjj0qhN0gcVVEl2Fe3HLrnRE+71K0wVEjZF7coNsBXKpPK0jgeLUEyxE8yNNuHRaoVYUa9+qO/meQliYv5MxeXXGap2hK+8fDvot4dOMqt8hWoXfxQZvf8GBbSWiCHy4Mra4CA9G0JLzyxFJ3jGdS4UcNX7BMU3BCIJZABLaiedym0Ry69YLelFNqUOKJqSpQ5yWyKSlKDwjup3HXceDQJ5U/LU3f8BvP3qT7Tbi+YMD8hvr/dQf7SkmP+7xUyGShYA8aEiDllKHXK57fpsiFpyZIdMXfViH+xXirpt9571xqfXMzEpCbrC3S/pZzXabECcNxdyvLvp5RaMVVROSxi2to6vpVIgdyziNPQu51d76EIZeGO++7ibJ3bSYpvUhP8AkAVIKRJAhal83LesWpS1OCOSm8FaM3ZS4bhCmmxZ3FA2EgB0RY/dHdx6eJCBYlpg8RhhHPK1xSiC1xcbKi+PWIpxvpxodbGi04r/69l8hjDR3D2cc5xtqHcAhRKeGdZlQnPcon8WcN2OEARE76r6F0PHK6z5Qs65jWq24c/KCJ3JMVYakgwrdKqo8RKwDhBY8vphw7XjBfOO3bO08xkhHUAlkFXIWjDg8XPP6tefMyoxlnrLeRgxHBYG0FDoiUS3nxYC078+HJ/MR/R/ErF/VyEr6ZG9XeuK6Kk3xr5BW/f/ykFhuRi+Y6gEzndPvJpFznXMnmZGpmpEqPHVCsj9nbRfwOwlXnmrRWRz6quRb63tIYTkrh5xvB9zoLRkJy6wTqWfbIds42iPPdszwRZsRSrMvrNhRNna4uV2YENgH9XYkjcLEfqqMZ+VaJ/cV1+BFZibrP0ViSGRL1Fk5wIeuChuTyZqko2PsEG+NCbiZLbAIDuPNvjFz513emJgMwVrHXE+XjAMfxjsOV5ymSx40R5zEKy7rAR9tTnjR5lxLliyalPc31/jrh9/lregS6wQfNqesrG8ulMJxWQ+QwnuVD9SGj23MZTsikw3nzYil9mSHrw0e8rA67AgYAX80u8OT37iL/fklgbJMyx6/cu19XrQ5rVOcZGu09QsK4yT30in3i2NeSacUNuKsGvH4h9dQxxXLOuFRc8hZPUJbRaJa1m3CJ/a4q+7+vT/7k/X/cYzjgknPv5+NDlhuEoa9iunZANVrkc8SwrrDMNJhFqVvvUSyn8rtkWAC2sMWNhHyqGbwBynFqaA51tjW1ziLaUQ8F+gcbqVzDsItodScN0PGQcFBtGGoyr116bPikHd6ZwxVubcKgbf3XF7v80FxA/U8IFwJTJ0QdOgnk3YZhsCR31uzOs1IHsbozKFuFbRVQNavUdLug+Griz7WSmqrkMIRdDs6z7YjXhtc8aLOkTi+eu2JRxh2i8IsaBiGJVmvpljHuMxQPu3jBi0nJ0tO8zV/8tlNHwYzAj3w3sxm6Mg/iShuGFCekywrgdgEuJuV3z6vFaKSvPvmGWebAVPXJ4pbyolP7kVLP+RpGwW5Jdj6emXdN7z72lM+vjyibQLCRwnv/uJ9/uTpDayR1Pca3POc979/m1d+fuqZs0nLsFcxSkvWq5T0uyn9v/0Nrv7jnyd+kHgLQtWdC5HHi34eh+jsFC+2GWnnkQ+UYXbmJ/kb4ZA934TngCjSpHFDGmqKJmS18QvnMDTUZUj5PCM/3fLW0SXT0tfpLsuEBy8OOBmsyULvUT/ItkzdAAc4K/30fRN6IRtaZOiJCmnc0GhFEBh0G/npNKDb0OfGlKVtXyLJbOkXdp7/14XLHETjyjOW174yMc4bmiBABQb3IwLdrEOE8D/XWbHvSAk2gmZkvWYKHNVxJ+J3bZS74VsI4VxhColqBIs3/aTehY75Z2NcbJG5xlYhehV5q1BgEX2D685Pl/qqd4yARiKGDXJiMUu/uPRVf8AmpHICGVqILaYIsE30IysNDx0onEL3DfFZyNNwjAwt/bzizmjOLG54+uEJNSCkI8oaSCxsFG7S8B+9+/u+wKu794iRF+Xl1j8XVciXHvUf4/ipEMmtVVwWPTaVx+ro1te+1nWAsxKpHNHJ1qPBrMSUgW+Hq6TfOll1W8SB9+fkWc2rkykf6hNvasdPTbZlRBBYRr2Cy/uH5M8kB3+y3JMr/A/x01wnhPcfw0uxmsS4LPET467GWliLLDUuVp1Ys6jnSx/sG+T+5zmHLDzyTYC3WOwOYyFQ3oMcerEhFh3QMIn3k2aAYF17QW8sXc4FVWk/mQbvV44k8UJjkpCiikjiljRrGGYliyqlbEJuDJcMkpqvHTzmG8/vsZW576uv2FdAZ19cslxmzLYZ1wYrro1XzOqM2gSEkaYtw33qVuQNTeNXtEnaMlvnVNOUYKmIS0F1TTN+d8pxvuHDsxMW65TDbMskLRglJR8trrNapzwIDtBGctzb0AtrZo3fObDv96kOHMIJ0rtr0qhlNs9xVezrLmuJ2eGAfsKHQzDVA0JhuBdf8WF5ja2JOYlWzHWGEpZP2hNWOkE7v3XcWuWnp3ixupuUZbIhES3X4wUXzQApHK8Op4zCkuNozb34irN2xM8NHvBZfcR72SN+UN6ksBFlhyRrnWTR+sfdBdJap9iYxNsWui1kiWMSbbmbbPekDfBTYoDCvmzL66sShdt7ROWOhYzce5kLGzHXeVeF3bI2qS9M2BEtIo/VCuXLCfZQ+Ql6LFs2JmFtEsZRgcIy1xnH4ZqNSfhmfcCsyfe2rK9PPmBmcjYm4VY+5+uj97kdzFjYhBtqw9bGjNSWh/aQwkb79s3vr66z0glf7T3a/54blTBUBYX1rN8b8RyFYxiWDKKKduA47hV8cXK+F+S30xkDWWGdZGsiPtheA7ytJpKaD7en5Krh//r09b0/8r3DZzyqDvZWjaazPcVK888evPpneo7+i45Fk/F80aPdRPQPt7RlwrRrajPLiMBBfU0TzILu+iCwyje4qZo9mrIZOEziuPXFC1ZVzKaIcQ9ziuuOdugX2/1hyeqiD6GjOnC89e6TPX/ak1g0tQu40TVE7rz97/afksmGZ82Yy3aA6iRAphoGUUV+ULC1GTjB4HSNAzbPBmA7v/Vk64NC44LNNgABSaTJEr979sroBYGwjMKS/E7NB6tTplXPt1d2k8FX+i9YtuneArhq/GdoEm2ZNX7h+qwY8fM3HvJ7/+hLNBM/cUx6Dc8fHHCZjjzhI7G8+doZXx4/43fPX2P6wSHFTe+xc9IhJKhS0hwaKPw2tcpbjA353v1bfnKfaSa9giJq2SwmtH1PvgifRNjIt52qCvSR4bPZhHqaIvstzbHme//8df7yX/ou/+BbX2LbdrsAjeD//OiL2E2IGlpm85zZIic4i7n1D17Q/oWvUFyDZuSFvOiaANuxeclh/gkfSloO+lscME5KbmQLHqwPCQcNeVazWqUoZbFWYltJAwSBodEBbauIom53Q1kqHSMyQ7GJiU4Mg7jis9mEqozIsprPzg5xmwDR0wz/IIGvea+wMQJjO7vfvtjE2xVN50WuqwC9ivyuwK48ZKAJ8wYTeGsWDqKeb47bs5Ij0/mefQ26kXjur/UTatMqokT7IH6tkJkmiLw/WrfKW0+A+uCl4DaR30FwsUX1WkzpfcHBUlHc8BYHIouchtiBBi0JRxVBYCkXifc6dwPKcC19SaXEc47bkN6HEZvXW0Suca3ErkNcpglHFc5K/zqYbsC5CjBd+57oqFgu9TQPHQs485AAPYT6VkN6P6G827CcDfne+YCT2zMYN/T61R7OICODTQTv3j3jr/e/x3998Vcoq3DPowb2nGyTW88m/zGPnwqRDBArw3jk04u9oObxegz493hVJhgjiWNNXQcYKxCl9Kud2KJyzXi4pdaKQVLz9WsfcVaNOB5ssE7wtB6jAoN+kaItlCpjeF9x/e98gjs9QGiD7WXI+cpPkJ3zwTxjX4pnY8AYL1CFvzA6IXBSYvKu6rCzbKA1ThtfDDLIu0Yb7X3KVe1tFnG3Fd1Nj4XsfNG772Wpr6o2FlnU++8La3FJjAuVn+ZEAS4NcYFAaOefUxdsqDcRbR0QRJqLx8eIVvDqV59wLV0hhcd23egtOYsmZOcB1RH7D9Xq0xG3v3hBErScpGvOtkNWTUwWtlwfrXiuLGUV0q5i5MbfAERPY4zwZIvYoicOWyiiK8VVOERec7x6MuXpYsgHn15nfLzmuLdBNBIXSq4ejyExbLYJr5xM+dVr3+WPgnt85z3F7PkANQvZPs/Zht5/JIJukmXA9j6f8JMvhfDvTy5rhkFJ1oFNe6pm2nq7wFonGCe4l1YMo/JP2S7mOudBechR5KvXD8N150324uGj1Qn/7OwVhmnFOC54XvT5L1//3/m9zVve1+wEB9Fm/5xMVzfddhPiUHb4N6lY4m/wpQkpTdRZPkKP/LLBnyItrG2C2hE4hKUvKwySxqp9ZXEiW4wT+3Yy1VVC76bW485321O+GQ/Ye653VpDCRmTSe7IHQUUs9Z4dfd4MiaXmLw4/YmZ6FCZmZnISoZnakPNyyP+4+iUe3D+ld7rhP//Cb/EL6QN+ffVV7wWXhrPKl4KMo5KNifnt+Rd4K7/gzeScg+AJxklfmmGSPcu6MgGpaqmPDWnQchKtuJde8UlxzIfrE35u/JDWSY7jNffXRxzEBa+kV5wGS7Y25rwd8e+/80f8w7O3cE6Qq5qeqpmEWx6XYzZtzNv9C97LHiFfd/wPf2Zn6P/b4XfXouGW10dXPB/0OV8NyOIGbRTmhqA1im2UeG/hQqEqHyKrxx7B2B5oTm7NuXw8IVSGf/fuH/O3vvcLcLPCXXjf5MnvBNTjMeENh71T8p9+/Xf4rat3+HB7wjef3OHfuPcxp/GSnqr2fv4dHaa1nhAzDrY8KL194SDcUpiI7zy+RbuMu+10wztHF/TDij+Jr3Px2QGiCNAjP+iIA4O4uWJ10SePG1ojWW5SLqO+/5z1NBdVn0WVEgca7SSHkRfxxgn6Qc2zZoixkiRqmdcZ35neIpCWLGzIgoZ5k/rSJC2QtaSaJ8gOXWWV41ff/S6ljVi0KX/95vf5n3//67TvFMgHKSffMlz8rKSZGETmK6f/wpv3+ac/eNPf0DsSCcuQ589O6L0zoz1pfXtboYhmfotcp140R2cRVWwIRg1mGvMzX/2EP/rhK/z277zHe7/wCe9fnNKsA8ykRV7GkFjipOV0sKZoQ7785gf8ZvZl+p8qZANB4V/HdmCQrSRc+Gpsk/3k/Raiw65tqpgXq5xHoS95uXM8wzrBu8dnhN015vF2zGcXhz7Ib4UvwCoCRKb5pTfv87ur1wmexegbNX/42V1UYEiTlkG/YJKVxKGmHgSU7484/u+/Qf7v/ByzX3O0i5RwWCP6rYdedMLUWkFdh95eoSwyb3FNtN/ptFZQl6FvDBT4+5hwKGUJs4Z2HWNr5SkY0qKUJRrUNOuoa+uzOB343wVvsfBVzYEvLQksrt819ObCc4brLofU+aaFdIhUo6XC5F44qo3E9B02cKAcg8M1RRHTPMygb6A7r11kCUpoxg4RG/K8YmNhe1vsa+BVYiAx9HslRRWhW0k4rNHPU0TAy9+7807vKBcIh9oqymsOd7tEzGKclJS3WoIXIbpvCAb+szscFjRaUbzIfNPeUtE7F/ygucN/uP0blE3oF0mNX8hIaXG1RFQKlxrC9Mdf3f1UiGQlfLPWblIUK80o8d7FRLUM44pZmbGpYnQTIFON6hvC0LetBIHBOn8hjAPNp9sjGqvoRTWXmz6uCDCzCDf01bJqHrK57bj6a68yul8RbitvhRj2vDDeHYHygrbVe7QbYYBYbbEHA0waUtxIEAaSWYOTAtnYjpDReN8y4EKFHWSIRkMcwraEovTWjTDAKYnocCoYA3Hkech1g4sjL5bBEzCyGNNPMPGuNsd/cR2yMFjV6DzzSJZ50DXWxcRdkceT+QjtJP2w5kF74KclrfRV1xuBNLC+ZxjeWTJJtszrjHmdoaRvIKp14MXeeMajxRjShlWaIuYRKrDoJoBaeWN9brCRpekJRGiZrzOW2xSjJcGLkEU9gltw8sqUiyeew3p0vOKN8RWhNPxge4NRWPCVozPeDwwX7QEIRzANkQ3YuLtRf04BEvA+3Enga5Gv9IDCRHtecm1DjqMVhYmROIZRuaco7M71561v9boeL0lky1JnbETCUJVsdczTZsTd3gtuZgvOygGn6Zrr6Yq/8+JneTO7BLx39qIe+ueDQOL21cmxbPdYtcJGHEYbLmsvDM7KAYH0fl/beYLBi/2tjbv/J/ZYOAxbGxEJgxJQdd5rJTz1Ymtj+rLa/7f9oGJtE8bSC42RKvb+6R1KrnK+9ms38b6bTJnrnKEq+eP1LZ5uR4yTgklU8K3NvT2FYt7mPC4n5EHNl4bP+FL2mPxuTS78JP579Y39azFvMx8olI7aBLyWTTlvhjxv+gBcC+ccB2sKG/tJeRdWDIXhRrIgOSj55PyIVwdT3smf8aXeU5ZJxndXt5hEBU+KMYnSvJ2fEwrDB9V1eqpC4ihMxHuHnoyx0gkfrE55pTfl1WzK/a33Ly9Mxnu9R38m5+a/7Nit/3/x9FP+3qdfZJBVxKFGG0WgDNYpklCzsf4GaTK3D8jakYZEk0aasvHoq8fTMb9efJnToyWLbYqYppgILn+xJZwJdG5Jv5/x3zS/zOu3LhnlJb/6+vdY6Ixp22Op0731YdyV3tTOC4LCRNyIFzwoDwH4X3/w5xDPYxhpXITnEOO55bNV7r2dwrJ5nu/xWIc3F5zcnhEpg7G+VrdsQyZpwf3lEcYJlHCkQUseNExrPwy5Kr3979GzA8Q66GqL6bbI/YTuzbeekQUNzdgSriWHf2ypBwHruxCepxS3DL/x6TvU24goa32A6F6DmMUEreDJr0A4g1feuOCzs0OQjt//9FVU5nup47ilXCc+vHeVs/hsTHZzTXGVo0pPmQi2Ap17H7POHepBSnYhWL5p+OMnNxmcbChnI+7/vddpv1TiUktwGdH/wozXJlP6QU0eeBrOP3n2OvKgYa0iwpkkngl0AqJV+7a+cLpTPD/Zw3UhLOeg3sQ0ynLpBFGgMVZytcm5PlhxmGy9paxWPoxm/WLq5M6MPGp4uh35qfjEEEaGIDQcDzbURrHYZFgrabSiriJEAPf/u5/z09FWIXut98HufK6755ZYRGQ8Y1rgfc4DDbPQe3YbCWrnE/Vf9m18nTUDJ2gWsffmCkc8qIkH/hputAIrfB22cN6D3D12GGl06/F0wJ7GUXetd7oI9sSPnVANDiraTYTVit7xls0i9dmfNPRhz5C9mJ28NmN6PqQ6tL5mehGyMoLoaeQLbKwgTDS6UYSxRkrLyWjN82UPoxXBSYG+Sr0o1v6ash9uCQeNxB60yFij5zGi30Lpd1R03xDNFbpKmG1C5LYLvobeY20yy+pNh9pKrj4+xGaGaFgTDSu/Y1CFiNTgIotYB7TVy9Ktf9nxUyGSBfDaYMonq0Naqyh1yKOrMUFguTFeMoxKSCENW8529gnpyJOG096aHz65xunhkiz0q4NryZIn5ZiHswlNo5C19AUWVUi4EnS7fDjhucKqnyEbDdpgs9iH6JQP2Nlegqg1og08Gs5aXBpjI0UzjohWBtlaghclclN4kW2tF8AdTxkLomwQha+jdjtG8o6zLISvn7bWi2RtEEJ4/zJeHPsn7DD9joVbm/30OLha46IQM4gxvYjNaUBzrFE9jX2WEM19a5OxguIqo+1vuTlc0DrJs2KESAyqUkjtaDNB/kSxGqdMkx4XswGPGkWSN7x2NCWSmnWT8Ggx5sZw6UsiRiEfRCfkaY2xko1McEZgKsXR6ZLptI9UHnbe1h6xIx2kTxXr7YT5WCNKhYssZRPyw6tTvnb6hONozcfbYx6uDrh8PkStFTa12NARLSVaOHTP3xTk8vM5lQNhWJicu+EVFslaJb52WafcSafcCmeEkZ+4PqtHfGt1l1S1TEJPQBgEPmC20TFJ1O4Zyp9WR76ww4Q8LUb88uH7/NrBU/qyIRGG1km+Xd3iaXOwD6ddVP29yAik5Ur36IU1i1YTK43EN9Vt2ph5nXEjX3ItWvrgmtrQuqCr2A5Z22TvZY7xz2n33CLhGdlSWCyS1gW+VERYRtKLm9aprtL6pQf6sh12otrtGbj9rvRj91gAj+sJFsFJtuLd/jNeia4wCBSOF6ZHpmrG3Yd43ub87Yuf5aOrY/ppzX/xxt/fP8+rpk9tAkZhgRSO6/FiHyasbci07fFJccxJx2neL9Jly91oylJnvHvtjIvtgEhqzpsRN6MZw6DgL0/e5zeu3uXpesRro+ne1nIYbJjq3t4PLXGkqqGnfFHFVscUqqXQIZUNWZhs/3v/xA8Hf/XWB5QmpJfWlE3IdpsQhBqlLO+cXPhgtJEsmj4udAwmW9aLDKkstlHkg4J1ESNDy3/w9jf57Yu3ePT4EAT0DIRbaEpFUAh0z28BhHO3pQAAIABJREFUi1mIumP3u1n30ivmbc443L6c5HcLsJ6qSIRmHHhb0PV4ycbE/Oo7f8xv9t7m1ckLpLAE0pIqzxt/7+ZT7A3Biyr3A5fIYwZT1bJsE+Z1hnWCfs9/f1UnfOXgGa2TzBv/b4Gw6M73OY4Lvnv/ji+ryDwtCeV4782H9MKaT5eHDKKKzxYHuElD01NcvRcQrgXt2NAOIVhJrr254suvPut2cUI+nh9zdzjjyXrE2cND2uOW6Sbf48B4HuMk2GHrg2W1pNCpFxTDlmKVEC58MMsBbd+BhfpE+23lAei7GnWWYM5TmlWOCB3NwNH7TupbWXPLcpn50Gqv5C/e+JTjaN2FtEPv3wy9pUY2HhdmI9/epnO3z1j8JA9tJJtZRv9gy+RohZKOdw4uME7wg6tr1G3A2WrApom52V/w515/yHGy4Z+f3WW5yHhncsH95RGN8WKuaSS6UfR7JU+vxphViNooqokPVQaJxl6rvP9WQFt0BIhWdoSolx5fUQSYxLfP7tr7aAXSQnIZUB8aXCCJBzVBYNHaM5KNkQjlCHsN1nrhK5X1ldRdM19ThwhpUd0mtNGSKGl3vWaA5yTv2M1x3lCvPJ0C6DIxjmRQ760ZHivhUXrbVYIMrUfFVSHOCqTzDGnRSqbPhhB0Lb+q2wFfhbS3Gs8dlo67hzMaq3h8MWE2TZl3qL7BtTWry97LYtzA10yLWnrRbAWkBlcqklFBnLQU2xiSzi7hQN+p4HmMaCQ2N10uSXQLVo+ytanzobzutdetQik/vHOFz00hvK3pxz1+KkSyAy6rPuPY38wqEzIZFFgnWJQpL7YZ46xkHBcwgVUVs1pnRMrfrHu9ilWZ0OiAQBm+v7hOL6yZ5AVn1RAspM8F4cZ7CWzovbfpzKJqi1wX3vurJLJqvJXBeC+xKNsfCdCZvRVDLUuyZelFtTGIqsYOc2+pUD5UaBP/8srW4JLQEyvgJSEDsMMcUfkWPycEIvVWCqcUojVMf2bM9Ge61VZXA4lkX68oaoloEm89SWxXx+krTd1VTDwXhBsf5GtGjmDoQwj3V346pq1EBJbVaz4N64Rv4Yk/TnmyDZncWDCf9fyH1HiveD+qoOcZwf2g9vB9I1ltUsaDguODFYtNRtsqri6HROch7ciixjXqIiZcCVwAUkM0F/QehRTXHM0haK0Y9H2o6zuLW5xthtRtQJho7A3rf/UioDaht1kkLxPqn8fROI8Pe9Ace7HYNdYdRBs+K4+obcgbyTnjYEssW86bEYlsOQw2TILt3pNskJw3Q76SP6ZxQVetrljVCU/KEV8ZDrgdpntBahAU1oftPKHCcT21e1tHKCynyWof7ktk66ebNiJWmqNkQygsQ1WQyRqLD6DZDrcYCoMSPhRT2IiRKva+ZNMVibwwPRLR7oN7Ce3eo5zLmp6qmLZ+Yrs0qS/7cQLtFKUJuRYvAR/4e9HmbEzMUbThuKNLgLdkHCg/mX/Wjqm7lr9n9ZjWKa5FSwJpqR73sYsh/8ns1/jP/txvcS1cMG19CCeQFoXd85sJvCc7U/VeGIfCsLEx8zbjOFrzrB2z0glfGTzl5uELlib/U+97Lmt+8eA+f6/5Et95dpNYeT/yUbTx026T8dHyhKN0g8VPRq9FS+LEP3ftVCeY4z/zc/RfdDjgYXHA4/WYJPANYVkXOkpCzbc/u83x4YpJXlCMIoLAsFkn5MOSQFrWm5TZIieMNEFg+HBzyl86+Zj/6YGfkocbx/aG9zID9D9V1GOwb2wJpK+uXuqUeRdInba+Jn3np99h4Hb2mxdNb78zstQpX7vmOdi/+/HrXc2tID/eMskLstAHwQE+mh0RKi+kiyZECMemSLh9OGdZJVy8GPJbs4GftGlJ/3RNVUbomR9IyFJAbv0N2fpChnZk+JNvvoqwAtnC+fDIF1v0NcmTkGjlr7nBRiLubZm8viVWmg8Wp17AXeVgBbNhjtGeGRstA7bLgLAVBK+tKbNgX25x/WTB83l/X7v7l976iG88uYe5iPZoOfCvdXQV+Im/8+i23hsLtp8MCQqoR36QGG46fvVWosMQ0QgWq5D1SUKctpw9PoDUYCQES0Xb9yUoi3cNg48CH3watp65+xM+lHKkwwqtFW0bkEQtV5X/rL93/IyHmwnTTc6iSNnWEXdGvoQmUJbhqOBZMaQX+ariw2zLJ+IQa6S39CUGYQSmb7zXGDBl7NF6fV8vHiSGtk0gcJiEPX/ZBcBxjewqkXeH1YFvPox9kHQnkLezLszdClTP7xhY61tqheyGSviBoLUCqSxtHZBkvmQEK2iq0J/7Ai+wS7/TDl4sJ8PaP+fAdqUlUF2lEDjvZQ4srXSIrUIuFabnh3qsA4gtNrKIpuuTKDrxL3zwNNhI2rFBbAPU2LfsTYuMa/2191QHgfcaV4rVixxZehqVaLwwdjvb5E6w1hIxbiiLGDOPIdfEeYPpsmjWeFLIrpQkO9lSLFLUzN9/TK97rv0u93Lph0fGpoiD2ltGOl/1v0qG6adCJAscpQ5Jgy4xLzXXe0sqE1K0Edp6xFsovb1ilFZMspJFmbKqYl8+MVixaWK2jS9W6Ic1TRKw7YesH6fEC8fwfoFa17hYIcsWG4eUN3IWr596cWgg3PrqZychXhiyxyvEagtS4AY5YrX1NIvK2ylkoDD9GKWtF7vGQBJ7QWwMQltfU103uDztKqWVDwemnlJBGCCK6qXfOAowaYisNfHKEuxaawqBbPzEQOoO8dJ0OxVD5z9QjcAmjuCgpF0k2Nh/0IafWeR9x2yd8eJLhsPjLRsdcStf8CieUB1rVKZxlzFBIWjHlnhS0o8b7r3ymCxoKHTUJfM1lfKw9K/0H3vubJcgjgOfIAYvog1gYs+x1MuIZCtoB26fmFeNx9OklwKEotYZbVbxYH3Ak6sxvX+eoRpHnPuClOSF24cW276A84B44S/4n8emdSxaMlkzMzkKx0m45Ho4xyA5DDZ8VJzSUxUKt/fpVjbkaTNmWve4l02xTjEMSuZttq//3U1gT/MVk6TAOMm3intkstlX9u6mr7vJaSYbjqP1vhykdoGvD3aCq6ZPP6goTbhvr8xUQ+VCMvxW3kgV3l8sDCub7nFwR4Fv+OvLEiUsC5PTOLVHxCnsvt7aIChMjFWStUn2Fo6bak4m6z1abifIpbDeGx8v9l7luc6ZNj0m4ZZJsGHrIkIMN8I5Sjgu2yHXoiVLk9JTFf/m4ffo/3y9r4W2SL65fgWJox/4CuJh4MOH582Qxgb0g6orgHF7lF6mGkz3mu4mzhbRNRP632NtEzLZsLIpE7Xh37r2J3wzvccHsxP+/MkDTxFxAR+vjvn48QmPez5bcTpa8c7ogkFQstIJ2zZiayIumsGekvCTPgJp+XR5wKaKyeOGYVzRWE//uVr0yPsV6zJBdeOfpg5Jsoa6ChGpbwE7HG+YzvscTVb8wWf3+HZ0yweAFgHliSB9Dsu3Nb/2V3+fb0xfYRiVRNLwR4/u8IPv3QF82l72W+w6RDQSeVjztbuPuJH4QpxZm/Na+pw41vup+7Tu7VGRJ0dLGq1Yb1JGWcn1nl98pcqLp9mzEWqtPA0ndMha0I4MD80Bd09eMDytuFz32F4mBBvBmj53X73kydPr/vkFjmCp9uUKTkK4UORPBZs7Dp36bV4bO+QmoLrTYC9CormgvNvCOuJiFRPfuWKSbPnZa4/5Jrc9j3ibesvgWpD87AuajyaoVzdUz3qEx37S/crJlFFcMt+mtM5vyf/h2R16ac3K9Pz1NfJkDKS/BzQ9Q7BQiNCyfjwgXkvKI9cxbQXNANJLqMeO5DxAZw6jLOs25r/95tfpH28IlQ+7Vcuhv6+EXjBXRw4nQF1Gn8sk2RjfYlfX3j6gA8knzw/RbcBnyYR7BzOO+xtmhRdJz9ZDrsqcg2zLG4PnfH9+nWWZoKTj9fGVb5J7niCkwzSS8KDywqxVJP3a00EiX5jVFKHHtcUGZwSk+K/QeV+9QHZG4Ervfd4VeiHAVb6lT8qWsNf4yXQdEITa88adeLmTUQR7kodzQPe4VRERJS1SWR/UC72No11FBP0Wvenuv6mm3ka4VlLv6Bmh9c14ucUWAeUm9Fi7wDG4u/AZhKd9GLQIJ3BOduQa5wdbW+WDfVZw72ef8OnloXdutJJXb17x4OyQ2dXANx5GFhV5MeysnyinTxXlaSeOu6muCzwtR7SCsAtV6sQzJf3r1i06XJc9coCA6nEfesYzmFNLfBmgexa7DvaWEqccDoeYRx5Dl2hcLfcWrB/n+KkQycb5opDGKK6lS66qHus2odYBg9gHmBYi5elihBCOQVrRCxsmaYF2km0T0RrvQT7O1mzamIfrCYG0jNKKRdKJSu0rpMXa3zhFqMg/vKL3A9+SJ7TxwnVTvpz2BsrbIFrjp8Cqa+TrOMlYuxfcSJCbGgKJTVMvvKsWlyWIzjqBlLg08MI5iXBSenEcKAhjbB57EszTGTZPUY0jXO+4h/6P+pEqUI+w87gX2SqakYUO5i1STTOSjL8v0Ilg/rbA3SrIQs2syrAIDuItrx5NCY4tlQkwp3I/0c9Vw1rH/Gujz/jG/JUu8W1prGIUlXy2mvAbl+/yWv+KMDCUdURZR9RVSK9XkfUakkNNeRpyeTYivAo9GD9wmEOL7gmS5xLZ+lX44FNoe4pZfcDwK8/8xUd057OAeA6q7l6DxnmRLP3Wn/h84BaAYKr7DFXBeTvaTytj2RIKzWvZJefNCIC+qkhky7VgwY1wzsPocB9eA7z4tcF+WgvsE/a7Jrxdg9+07THuUG/GhiSyZdr26KnaWxOEpScrChOTBX67XwnrA3xOdSQMj52bmR4KRybrjlThJ9u7KWtrvBBf2xSDYNB5jwur9gJyZnKsk2Sy4SRceqtFh1IDsMKLT4PAil2ToIBOKO/KTnYlK1sdkaqWvvSf1RbFlR6w7SwcBkFlQ57VYw7DkK8OHvFRccpnHHMYromk5m4yBdhbIabavz7P2pRIal5PL3lcH+xLTzYmJpRmbzGRwnFWjxiqkr4qPbFDZ7QyYBJsUNIxURt+5eD7fDN6lT+4usud/pxAGn75+AP+5o1v8I/m7/CP//gLuOGar/U/Y6I2XOgRL+oc0zHh492q7yd87OwEg7QiCTSlDinbkG0RczReY6xkuU2Zb1OskQjhSKKWQVZRtwFGvxT3V7MBZhNgTOixVn2DbgRhICD2VJSvTp74OnUb8e+9/R0WOqO1ao/2O4lX3eJPcF4NfQOlKhgG5f5xdmHRk3hFZSa8Pz/h4umE/5u5N4uVLTvv+35r2EPtms547z136tu3R7LZlEhKoiQoiobEsgxBBpxAQZAEGeGHJE8OkvghiPNoBHlJEMCBH+TEAaIMcAQpkALLimxosAZTpNhks7vJvuzuO5/51LRrT2utPHyr9rktUmALElvaQPc5t06dU1W7Vq39rf/6f7//3sEMbTyP7+3zZDLlE7eeRktQYHJtwXKY4y9SwtBJITStee7KGeNEri8P2y38wPM9338PqzzvzXfkQgtkZ5r8OFDty5Zu0DLfaBdku13LhV61iuuffsrjky3akUW/vCT10phV5LKD99bhNV65coT3isP7O3z+9XdpnOGP2ltsJR0//qNv8AdPbvPaZ9/lqBxzZ3LK77z7AtmgZb3IMKOWcJSzN1pxbTjni2YXu1aCZtPgbaDb92A9bqBRZwnpXIuY4mX3zuWBRkF2rth+O3DxivwsOzb84dvP8z0v3+eNL98R32mjiEGL+ARc4dn9A8XWWwt02XB89vEryVpLOqzVnnUt3tlB1lLG+erBxRbXxgs+e+URT9YTTtcFZZ1ythhyti7E5uMM549GnH19p/+7KkT6QYyJNplQLLQRckSzSEmGlw1fSgea81wKYS3qrxCfkMoqdb3HeMNW1kXAJo6uNbSrhHQsn/16nqEi5s1HVrkpOkG6NQabd3RBGvHSPDbmeYVvpeAb7peszgZ0lcWMLn/OwsLQoZJYbLcxJTHzmLzDLZKYfOc5Px6LZ3okdAtpxBOrg6oNoXBivagMYdhx7+m+MI5rocbce7hP8IrBN1PWt2U32+mAKi2h6MAE6j0vvuBG/nZIvKjapXiGmuNC6BybpMDGkmUtXSXNjnrQyUL1IsUXTqwX4w5zYamvtZKdkHl0pXvPMgCjDnWREJScrz8NMvYjFclKqZ8HfgY4CiF8Kt62A/wfwB3gfeDnQgjnSoDD/z3w14AS+PdCCF/8KI8zq3OO7YguGO6OT2i8ZdFmVC7hSrFg3SZUrWXdJLRxAhymsj144gq2BhWn60IM50GRGkdAGhqyWYdPDao1qGifUFUcTBs/MIilwmjCYHjpBU6TOGieoV2A/I26pdsuMGWLqpwoyCuJoiaxqLrF7Yw4++w27VCwSclKVvQuhS4qpLqVf7dTSQey5bjnj/ZxmsLS7ydpQFBHERa+Oba2V9zZOqPxlvxuyzfu7FOWmXTGOkPTWE66Ies2wSoXLS6WwjY8Xk65WA/YHy5pjKjGv332AqlxFLbh/kK62OvOYlTgv7nzS/wPT/5VnNdUpaxaaTXzxjBnKMzEVvxGPgkklSadKdxAFBgXm+8IUG8rzFrIHI8vJrKSP/O4RKFC6M+FT8BlClMFBmcBU3ua8beqcR/HuA1IwbpBmt1OTrnf7jJzEjd8zc7wQfOo3sJpTWFqnjRb1D5h4XJ27IqhrjmLoRm56XpP5tDWWO1YtPLmFrGYkuhnSZ48d3lsfJMBUceY6kI3fVGulWesqkuVN7Z6ZKqLiDQp6I0SW4LEmEqwyFk34rCd4IM85tSWPEYQXedtgdW+L6YL03xIUU6UowyRTRkT+YhKrVY+2kY0ZZf1zXulyzhth7w2foJH8UGzh1b+QySMzVF725+T+/UuD8stTsyIw1Q8xJugEIOnxXA7PeWkE0X99eIhX17d4lZ+1hfRBaqnfOyYFb96+ilaZ3guP6XQNVOz6hc0bbAfivL+9OgBtbd88egGn9g9ip7rNa+PHzL8vprvG73HxFS0QSwnqXYMTBvT/S6JIh/n2AUkhaqx3Nq94CevvcPVZMb/ev/zFEnLz157g19++mkenG7hOk1eNCzLHGsdqXWE0tJ0Bre0Et4RELW1kS54FeK85OHReoutZE0bNHcHJ1Q+YcuWPKmn+KB4fiALmtN2yHZScqbFarGxzADsJcs+ERHgi/eek/nGQ2Y7nr9+yjvpFdrOMErknH7pneeg0oKmMkEa71Sgnae8/8FN2cnKID9WTBx89cErQmwIkEYxIpnL4jxuJpDNwK5CPw8nC0WzHfDbLUezEc9dPeWHXnuPX3/8Cmdv7NMOAuGaYvbuNmj4IN1mvczAer7y9ID1KsNmHU8/2OXweEooLddvvss0qfjS0Q3+9U99iS+c3ub99S7uIuXaK8fcf7zL86+eyhykZQ5VnYIC9ELRDpz4R9OALyWGOTtXcs0ZeXQr368ONNN3A4vnJH0VEzheDwlpIDk32KVY4+p9R/HAAIZmFDj+3ATT8G23777bY1ergNWefFChlIR2LKsc7xRp2jHOa54uxiRGxskobZjEMIplnXJ+OgIvBJKQhV6ZVG1U4rX4Wl1tJLjFSAPcYKuSlL2gsIn8bRWJEb6U4nSDRQWwtqNtDd5HRTQWytVMmvJU4tE6MBjW1CYleHqvsC+tFKkAOtAhLOVQG+rS9k1/diYNbKtaoqBNJkl0gBAvTEAnDmWCFNReLIom74RbHhe6ZqkJRsI/aDWqimi2UYeeSxEcQP7nFNQG12mev3vCxVpsV+EilQXxizWURsQ6ICRemlU7zfZXFSc/HKCVgBesXG/8uMOcW6Zf0XRDxeKTDXh5r+sqJXSxWNdyHv2oE5544QSvqKTB0BdOfr6xYWZOMjY6JQWzQpRp9dEXdx9VSf6fgf8R+IfP3Pa3gf8vhPB3lVJ/O/77vwR+Gngp/vd54O/Fr3/i0XnNvM65WkiXfec1a5fwjYt9iqRlN1/Rec3OoGRuMkZpQ6IdszpnUWc4r5kOqr5wViowySomaUXjDEf2qpzwukMt1ygfhB4RU/XAEbIU1jWqbmLx20RKhRdFuYszpDFSKBsNSmKsdeNQpaTn+UkhNAurUSHg8jGLWxnnr0oXLZl4dOzcYFdKOJepNEUoh3RlZ9AR8KlsF2RnUVXsQHVBrB/xnRN1IKDWCm/AlIr5csCb6wO6RgZPlrfYxJEkHYvTFFcb9q/OuD6ac14LC9loz6u7R4yzmtNVwb2jPbbHJeOsZj9fUnYp2MiozFcclmPWbcJ/+/CnebjYYl3GNKlBR8gVrjYo67l6cC4Jew8n2JUoGrqDdhIobi1YZUP0fdvzNruh+OrCl6bYSaDaUZg64FIJIKj2RAnZKOg+0QwPIZt9Wyn5uzpuQRTejWJ50o55uz7oucSJcsx1w/VErAalz3p7gVaeHbtialbM3LAnP/iokNbesnIZqe4YRjpFrsWLDPQq7SZZTxL7Lr28GwVXCmDXRz1vCuTaW4zxjPvCW/eFeqI6tAqcdVKgjE2FC1Lgz7qCXLcx3GHNk2ZKFywjW9N6w4kfcTs7ZcdU4rc21YfO16bA2Txm7RMKU1+q77qToBEUmerEshGL2KktyVXHzA04aUe8kB9zPRGubulTXhidcNKMWHYpibJkAymQz7qRqMSZ46wbctEO+O3ZS6IYrve5nl3056n1lkR3VCHhta0YpONySfILtid/vFNeow2aF4ujvlD/wck9JnbN7x/fYdlmvHhwyOv5A+6kJ8xdzmk3ogoJbyxv8pWjA/ZGK+6Mz9DfHmz/XR+7IUi8+3O759TO8isPX2NnUFK1lvNlwa+oT2GU58p0ycNqm8Q6sqRjucpZPx2hOsX50fiyMUiBmjSYxGGtp+qGKKfZ2l/y2cn9ZxZHHVNT8o31Vd44PmDn+oqpFSzidlL2HvvOG0nd1J6pWX8IaXjRFoRGc+3WGU+fbvHo/i6P230phIuOP/jSS6RnusfMd05hS43uoCsQ8k9kCqs4HwUlO1o+jXaC6vJ1tSP5PtY6fRzv8FFgfUUJWQJLd5rw/sMh7yNWDRN/xz0sZFs69VycDblz84R1m5Aax5mC1cWArYM5s/tTSAJvXhzwyvSI1Trj/7n3Ka5MlhJ/vNUICcgrfvPdF9FKrgEuA7IQrxEKaokR1pU0rXeRAKQ8+KFDzRI2Lp/FbSlA0hlUlebp21dISokK7saB/Ehh6piyp6A48Zy/ZFgfOOpf+7ZWoe/q2LXGs24tISiypOsb2165fsJJOeQ8WlgOl2OM9rROoxXMljnd0QDtovqvAzh637dy0pNjrKOtLUoH8rylaSw+0lA2nWf1OqEY1SR5xKrlUh9oHXAR69a2EocevO7Ra9KEpshGFU2Zih0iNqapxNPMMyFwjTpcLJRV7tDRduEajSm8ZBW0Bj8Wi4JbpVAZnFOEZ8ENA4fS0f5Rm0tW8CoRxrH1+Fw8xyEXH/aGZqE8hE7hB6LMqloTishUDjKw3zvc5YWrJ+wWK95Pd6gXmZRUuf8Q5m46WhOGFSc/OGWyv2RxUUBlRHzcWFEsnH9G7Cl50eI63cd5V60mhCAkM68gCxLFrQN+afF57NdS9F9VrQlYyJxgGGMoy5+WhPWRiuQQwm8qpe78sZv/OvBj8fv/BfhnyKD/68A/DCEE4PeUUltKqYMQwpM/8UlozyituTqYkyjP4/WEeTPgYDjnZD3ieD1iWWfcGM9k8MWGpuOLESpuj9SNZZBJRndqHWSwk5bcm++J6qpAVR0qWiQUEhkdrBH1t2nFWqGETUzbXhbIIchXraVYzlLBwikFwwFukAgRwwmnWLUOZRTBaHTrcSm4QSDZqjAmUJHiWoUsJ+Pgn3bYcykWvRUFxu200Gr8Mk5EpSjRPolNqW2QSMhObmumUVWep7DUZLO4Sqyjgd3AwMgEfzrb5Xi0RTISU/Nz++d0QVO2CSZuGxktrNrMdFTOcrwecWN4wdF6zNVCAk9S3fHazlO+1Bnq2ESxLHPGozWtM+IVfDommWvxvQ1kS9CPBeBO6vuLDoBdy7nqRrKVOX/JoTpF8VgCDAhy324o3sLyILB4AUKi4Jc/3nEL9B36cLmtn6uOWrneO1zomuNu0hdiwgSWYrPQNYnqyOPPSp+ChmUskH1QZJFz7FDSWBe0NPtFbFsbDDqI2lr5pPcBt8FAMLTK9FaITcxzZi7vs4mV1kpS9RY+p/WijG9CHUqXUcdY7ULVz3iJz3lUi+92ZOrIZK5ZuJyZK3rldayrvgkQIFeXj5kQWPicpcv715apThjUUWXNaT9EPthLlpQ+pQpCiChdyrzLscpTu5RRKhHdVRAryo5dUvqM57NjpmbNzA3i68v4+uoKlUtIteOl4REmiGI9setePT9px1xNZiTKMdQ1PzC+x2E3ZWrWUoi7IX84e467xQmf33+fdxZX+YXDH+BavuB6dsHUlr1lxqjAj9/6Bj88fpe3quu8OT/4lnH1cY3dUV6jVOCFyQlfO7/K0XLEcpXTzjLeOR9w67YUc1f25sIlrVIJBugUyULhq0QakmL9oGKy6WxRYOcaUyte23/aj23nE2oVA2ZsxQ9d+4BMd/2uilae0mXsp4teYd/47gtV9xzutUvAK55+sCsxu7nnuZefMk3FV328GnGx2sVnsmunOkkdC0FJ8askMbAdCyknxOm4vdKiZ5aQBpqpzM26VQyOpAB16eVOohvILqDLZOGuHGRnCt3KfKw7pCBJJJXQp8g8ODA8OD2A6xUvHxxxshiSDhsujsYwFM/lNx/sc3t03ts05lXG5567z73zPeYmJ4lKZvu8kwYlIw2G7SCQX1+hHgsaTjexYbtUlLcdqlUMttdUa00ylwJat7B6paE5t6TnwsKu9jzphWb0gXhCGyvCjMsDs7uG+vUS/ThHfxsgS7ieAAAgAElEQVQ8/Xd77LZO0znDcpmTDxqs8XSd4c13bsqORqPwWx3VMmMUk1wHacNgu+VhleDLSI3yGztfEDqCl/fbO7luJnlHG4vxZxvxkrQjSaXu6BqDsV5oL14G0cYuQZBmOxByjvaihKrMUS+lGFY2MNxaS0HtFcmwpjwe4lYWvRKRyyuDM/IcMQG3stLEpgPBKeqVzKm60viBKLMgjxUag0NKFZX6npyiU4cxHjUOsRgN2KR7JnJbivvQCnVDTUQt1zMrKq0NqNRzc++CJ4sxN6cz+XuVIViPLoSw4leWdKeS1GTkMzY/HfLaC49YtSmPTqe0qxQ9t/hJh6oMBLGsGOuplqls3q8sJJ76PBdqVyeeb1IPudguVKcIw8BgZy3UEC9FdvDiLFCNRo1aTCK7Ax/1+LN4kq8+M5CfAlfj9zeAB8/c72G87UODXin1N4G/CWD3p5yUQworPqPKCT5p3Wa0XrOoMmk+Wg8pkpbWGTqvubE746IcUDUJ1so2wzDpGCQte/mSi2YgiW1pQLmoDm94x15U5D4WWp6UBIGEIOEem4CPyDOm7aKnOPtQ+IfyAT9IwAepeVtHMJcx026gUFcqRkXN+fEYM+hwXkkyT+LJ9takaUc1TmnPckImK7p01AimZSMbB3msYGTl2SWihGzijlWclHWlI9Q+Ks2tTOQ+k/tIsp6mqxWtCdy4fsZ2VtI4y+6gFFV/tODrT65QjSyTVAqcabpm3gz4vp37XLQF98tt0lSKmRd3Tii7lFWbSpGtPVfSJZntmH19B+XAdlGBUQq9NKi5IZmJuqNiQ8z6qniwqyseXSvsStONPc2WqMfttpOs+8qgOosKiuxU/2mSn/5M4/aPj93xQdEXknWw1M7SRmSVKLiKC1cwNStS5XjaTTnvCvaSJXt2ET3AYk+oYlT0Rj3VKvDeapdpUnGQznAodPQri40giD9XXcZaF9GGsTkdpU+pfCLNacGy7KTRdUPFSOioY4repgjdFMOlclxNZgx1zYUrGOuKp92Upct7u0gbmw5d0NzNjnBoDJ4Tn8W/L4cwkelDVKogTYzS/Cfjuw2mbzTcIOs2lonSyRYlXKLotu2K427M+9UeTVTOv3d8nz9a3OasKfjV8nVeGR9ykM74xvqqRCArx45d9oVv6VMO8jmd14xszY4VtFyiOr5S3WArWUvhb2Jzpgu9VWTHrEhU10dz/4v3nuP3yxeYXFnyV26/zRfPbvHN811+8OCD3mdeB4tVjkx3aOX56fEbfK54j1/8Cxi7dm/K2bygbBKWTcbx+RhX2d4ipdaaR29e5eCTRwyThg+W23Sd6fFK3sbGGBvka+opspa6TfCtRimoX15zY3DRv+8b1X0TO221ozANe1YW3ZvY6eyZhd7Gg37STNhLlhH55sBD8dDiMmh2ozIeK4SyTugmjlt3j5lkFW89vAaHGd1QGpeChpAF9NWKOslQ2w35oKFbp4R0U0TJOUtW0iQcSYsyfzrYerdl9rylG8g81ezI9cCuQa0CbbTS9Za5APkJNFOFyxV7O3PefbovF3Dgzp0jPniyi32Y4QaB371/h594/hv8xnsv0bWWdL/j33r+D/jC7A5vnV6hc0aWjkOHTh35QUORSa/OO/Oc/KHBpWBLRHRYaGyl8LMJNgtCccjl9V37J5bx/YqzVwesbsDgUJPOod5RtMOACoGuEDJUqpUIMYUXBe9jGLvPjtvhtSFGe0LEpy2XOeEsRW96WIwgQf3IsTgakW1VDNKWxx/sivfVhP6aKe+z6kOpNAH3ZEDYaUnTuk/sBXrPsfdSCCsVMIlDqWjRCEoa/oIieGkudJ2hKy06d2ClYFOxEU1Z+drUVhBwOrBeZZchG6moparSQq6CS4XUiTjW344sBPVa47OoBKtoN0DsHn7zWmYJbgJ26HCtJo8+6K4z+E5jE+E8e2TRaxOHcxpbdPi5FKtm4EizluPFkLpK+XqZ8embjzgarnn0ZBtjxXbiTaB9WhAmLcmgpe00yni+dv+A0Glo44K1cBGx2LG/P2dR5nStIRtKpHSrgmDxEi+Lj8Tj6oBOHT/06nt85eiA+eEIfWGp1kPGN+Y0rZUUw05B4rG1olskeGPpBh9z4l4IIahN5MxH/52/D/x9gJ1P7IciaVk0OY9m0z5zO0u6mMvumS1znNdQgFGB80XBWZD89UHW9PfVSjBVE1vTBk2RtLjtjmCUWCo2nuLE9v5jNV9dYt6MEQKFMYS2RVlLaBpU226et9zfGvl978VuUbeELMGnBlKDLluJqvZeCvSYEqRThz/JUAZpDEnjB0kH2lWC6hQqGFSjaJYpw+01TSaeVBUUPqoSpooqcjzrKsjkHYyii//e4FddFidpHyfLtUwIyoNOHP/Vi7/CL59/hvurbVpnyExHblq+99ZDTqshX350g9cOnuCjyvf15RV+YudtbuVnPGmmPF5PhaeqO9Yq4c70jKFtxMpRFaiDimZtSQ4TbBmfs1ISZzsI2LXCllJA24UoFsEGupEnJAFTatotD+MWaz3GOupFQrCgbq3IcvGlfxzj9o+P3VufmoSD5IIn7ZZEPUcLRellYdcGi6ft/bcbBfXt5TW+Gq5zJVtwLZ33CXObw8emrk1z1cwN+gazNhjGylNGq8KGjuABFwvcDbFhataMnrE87CarXj1unekL1SoksZHO9orzrJPC2OBpguXCFRg823bFzEnFMI62ClG6NS4oWhJGpuKsG/a+QHlNGh80RnW9wqzjzhDQJ64lKuCjpxnofdQzNyCLxtBNKMs36qt87/A+j5vtPhp742/9RnmFNhjeXF7n+eKE03YYFV0rsdQJ7CULnjRbnLQjztohVZZg8DGMRYrZo2bCnfyEsa76FMIN7s+owJYpSZTjb33217lf70paIoGrgwXzKuc3H7zAnZ1tXhwfM7VrtpOS98pdfv7iR3g8n8Rz9Mafdgz+mcfu6OVrwTuDUQ2PHu+gZxa1Yb4qKYB1rXl8b5+bLx6Rpp105i/FB9ltuw9ZLfCKYS4XtSYzuDTl83ffxweFQ/XjqvWGRDuuJHOmZk0VLAsvATqtF1tP6bIP8aML3UBCP+4mthb/476XpuW15v6THaZbJbPzITZvGV5dMUprlk0Gx5LMRxB7WzBSJHYXglAzVshJ4TSTvoehk/kV8ImKHmRhBGsHpn2mga8RlVg3YlFoJoBSZOcB5RX19iV2tNoT64N+bsXjp9v8R5/9bf63d78P5zRH8xHTaUk1aBmmLfPFgF+/97Ioeh7++Xt32Xp5zUE+45PPPeFeuc/vPrwju2udZr1K6TrN8cMtkklDO0qorziKDyRUysbwE5eDakVJ151g4exKc/bagHbbYxayA9BM4utzii4P0jAeoN4RG0d+pCWm+k8/Bv9M9UL2/M0wmxUMxjKv+XkiS6PYZ4YWEgOtQk9a0rTjk9uHvDA9Yd4M+NqTq7TneQwCUeL1tQEVG7rSmWI9USzPCok1DkqsA8jf3qS1bawUHgn5MFbmK61j71K0fppCuONKBbpO47tYBzRGQj6URFG7WSrx1omXJkIPemnwYye1gld9gA0BKZBjcymt2GtCEkiLy8a9dp30nmTlAqGJr2MTSGJENfZOY60D62jWCSYRjnnnNMHEwDYnHu7d3084/TyQtaTWYYcVq1XOl77+HHfvHPGvfPJtfvfRHcpFhs4c3insUYrXKWx1qDTgK4POHHboaE8GshtkA8mVmtPzEYOi6e0q1jrUIFAvM1G9UweIDSWcp/zOGy+D9ahaxEGXBBazAfmwgRDP4QjctZp80DIuRPT7Nnb6b3v8WYrkw822iFLqADiKtz8Cbj1zv5vxtj/xaJyh9ZraSZOP85rEuN5f3HSGNJXVTKI9O/mKgW37dDGjPa03tM5gtCc3HSfNkMYZqs6iSoNuxFKxSbHrG/Wa9sMkiw0LebO/ojVKa4L3ohTnmUy006EozSEqu4kUxLryuCLFDRNColGtl0n0MKe6FrCpo0kFKaRbCCsNIaFJAozioN8Y9ltNOc/JIgN408hnqkCwCt1GL4+WyStYwa253BOUlm0kDck8rpK7GCgY6BFybWP4+ac/AsBWupbtb+U5bwYs24xpuuZ8MODxckpqJNHQKsfvz++yk6w4qUeMbc2szUmNYzdfYZXHKs8kXWO148GjXbJxTZs52tKiUo/NOoLThMc5ykM7pt+ydUmQiS72aOlGVvqdNSS7DYl11Fq2N5tFSnhv+KexGf25jVuQ5rd9O+ekG/cNcGdOvLxicRAPa26kUK5UwkE6Yztuvy9dxtNmwijGFj9bGGy8xBO7JlMdhb0sHjYKW646KqworZvfQfUosoSuV5xLn2KUZ+YGLOPfKXRDTdI3zmW6ZaLXPa6tDYa5H8jzUqIIz9qi/+xtCvI2GI474dxKUbShc/gPnYuNDzmLdg2D7+0eMzfoCygfX+OmUavySW/BEJVdCvc2GD6o96SJzzSULmXpMl4aHHFncMpxMyYzHU/rKW3QLF2OVp7D6oC9ZEHpJGlvL1tSe9snFW4nJY+qLTLdsZWUnHfD3i4j6DhPEbQkCQYJvriRnHPNznjQ7vAbJ6/y5pfusPXCGTemMz4430arwM3igv10QaI8R8sR5b0pw/sfGQH35zp2E+34gTvv83v3nsdG8szGlsCmCU+LQnx9NOPHr32dX3zv0zCqok9T4Z3BLRJIJVb3YjGIG3UaXwgJ50Z2zpYpOWynlC7FB0Wi4y4ChipYDIGlyyl0TaYCs66g9GnfMLpR/X/pG6/jveKztx6CFvST6wxu6GBtuWjG6JWh2wl0VcJJNuTk3V2uf+KIp29eIT82PPMRo5GgSrrDgo5okQBUp8lOoyLnoDj2LK8bbCm4yaDApwofbQgo0LV6Zg6TRmRptpYob5Cf2aWieVzAbsMv3PtcryyOBzVns6EoZ8ZLoxUxSW2VM9qTQJXfevoCP3j1fe7N9whBMd5bSeyyU3St5ftf+yZfvH8LN47+2T1hPOvmGcEEaQLXjdgt6u3YABiTWW/+s47VVcvquggY9Z7HBbk/rWLwRHP7Fw95fPqRySx/fmM3gNJQ1wlumUhBqembsUIiCyA0vdr8h4c3CUFRNRIZne2uaY4L6OT+uhF+7rM2mXQkmMN6lYoaGT8PaSpIt2odL1DP2jFUwJiAjrjarpPis76IIWCjFpwSyoIOlyi5oCD1qEQUcj1u4EmGmwghIxk2GCPWCF+IINgu057ljAr4wkPmpBcJCE5Lo+pOLMhViCp6QFnxNXed7tP7NhYLm3U9m1np0NM+NjSb08+Ix7dapayrAWrgyAYtrtF8895VLq7nFJnsasxXOXVjcFcbWFnMsJVdpsSjTRCEnfVCz8g83mkO9mY8erQjC7qg6JaxMU8L6jCYWOwHLukVTqH3arpVIk2Hs4T1ymKmLW6zw+AU46Li37nzB/zLw3f4zEccuH+WIvmXgX8X+Lvx6y89c/t/qpT63xED/uw7eePa1vL40Q6jnZIk8ncT63puZ1mnaO1pasveYMlpNRRQvNcMbMuqSxknFSsydvMVZZdSdimaQG47gg5oF6TZzogHOXiNajczouqtE6FpUUYTYqNeqGpUnomSnKdSPDuHPluIp3mQQWYlAEQrfGrwqcaUHWbV0o1SmqnCDxx+laAXliSuvn2KFLcGgZennoDBLMVC0BWK5rrvkX7KBcyaGCYizWwEub0bijLbTT3pfom1nqYxdFWCTxJ0K80lyUImxU1ToLKeZSuq516+IlGiok3TirNqSNUl1K2l6SxZ0mK0JzUuRh8nZLrjIJ+hVeCwGkfedcuyyxhZCWsYbZdsF2tm65y1ScnylmHWcHg4RSlRXnwSk3yUKBb2fBPEIv5jXwhbsTocEq6U/ZavPUvwtyoGxbcSAr7b4xZA49k1S7btKtoWAoVqJLRCiSfWIKiwr8W45NKnHCQXgGwv/9HiNgPTctoOsfoy6euwnrBoM9Y+pfSXiLTNtnXlkw/FKG+CTEYRm7Znl33RvVGiPSoSLDQJ7kNF+eb7B9Gv64NmbNacuREPqh0GRlL1Wm+ovRVPq6l7JdkQyFVDblqGuu4jtzfHJmTExH3OTVrf5rH3rPiMNwuAhbv0KW9CJvKopPtoy9jYLG5k59RROT9sJ9yvd3hSTRnamrVLyLSjC5q3V9cYGGGxT21JojtqZzmpRwxMy638jD274H6zSxpjvQvdsJcs2DVLqpBw1o24lQpZoFA1abQDuCCNKq/nD9i5uuSn/sqb/NPTV3jvYofJoOKD820mSUUaK7H/7JVf5x/vv8bvXHnhO4/ayzH65zZ2qy7hCw9uyfbrQN6TMPDoQScs2FoDitHeindOrvDOyZW+OHatYX93wcnFCHQgH0uKl3NaVDMAE3iuOKN0Wb+DAsIv3rarGAOeUHtJH0yUNFYCHDcjHpVb7GQr5ibnufyMg/SCv/rCW71P/18kz+EbjRs6uRguLS/efSo7JMZx7+3rHFfbmA5Of+8aSZxrQ1TfghGhoBu5fsudIA17Pg19OphuRIwYP+zwVmHXnnZkWO8Ymqn4dH0C7kqDu0jk95NAMtOQAAFs5MIHDe1IijKddVTrlJ995Q0y3fHrj19hOl5zcjSR6/+gFaXSadJJzXqd8itffh1TdDwcb/H5/ff5f8tPsJwPCK3mcy+/T+cNlUskinngQQWKF2aEoNgu1kyyikezKRdPx3SxeDDTBoISHNhSE/YbDr8/p9rzjL8pDdPpqaE+aPFaM3yqqT+35K07uzR/55I287GNXR3Ek1qKhWvzfm4OlTtCZVBFR3CKPOk4nxe4eYpZatzUSTFqZJdSxQtsUHItlQViiCqssH7JXJ9m2rZSVOqoDsuiUKFjDLRwlQNNTL7zTolHF1F38YrQIS1JxhMajbEOPRQyQ9cluNKi9lqSrCNJpWjdHAaxaKjEE7wGG8TCuUww2aa1G7pVVIpXYnpTrex0hER4znWV4GPznNhNhBqhcyc1k/G9f3djL+l8QrJXk+Ut67Uo36421GXCZLtklNfsDiR1tYti57FXtGe5LB5XwkIPJqDzCmMDTbSoYALeKU7mQ5l7jHTJ+metJo3qMW7oEBV2UK3Gra2oybs1/jg+XlzA48GcJZzaEf9T9SP80/2XkR7R73x8VATcLyCm+z2l1EPg7yCD/f9USv2HCAjm5+LdfxXBubyLIF3+/e/8AAFlYjeolTcjiaql8V46qtcZ13dndHFr9uli3L8JeQQ5JtpxVhfChbUtme44Xg8xK4PqWuEaR0+yetaHnCYisRotPGOlesoF9hnCRYiF9qZlOlo3VABnNys60K3HVB163aLLFtOIyqdSMdW3W9JAYda6Z2zqYfwgZA6/llWnXSuaVlNfiR8wY9CdwmVBYrateIybKbi9mtHWmq20ZZg27A+WXB/M+I0HL1GeTgU4D9jqcrJ2eSArWkZJzX9w7bf5ZHrKf/HgZxkaUQeuFAsaZymShtaLDWPVpjxYbLE/EO/mrMk5b+IWaCLF2c3igrOmYCct+er5gfAs24Qs6Wg7w2qRyyq806JqqNDbRWyp+4tTvRNo9iUByaw0dine43YxIkG2DIOF8CRjlXxrctl3fdwi1h8Jxrjcdnw2jCJRjsJUvFNf720R23bVF4wAnx497BnC5+1Q2M9eFORh0jC2VV8Ew6U62wZD7SyZkuY970VB3kT4bqbLDTljo5RufMMjW/fIs2eb98aqis+9Y+EHUeXL+vQzh6RCbVTrk3rE0Nax+bCjjcrglWTenwcd8XJNsL0nWSvfB6IkynHSjXBB9wrv1JZ9AbWMSvmmmWvzNz5RPGHhct5aXeczow9Y+JyryZxMt9zIznlQ7bCVCGf3oh2Q6Y4uGBpveVDtkCjHnfwUPQg8rLZ5t7xCMWpi0eb7sBGAlU+ZmIoLVfD37v8YqzbltZ0nfG78Abtm2b//m/f1fr0r/sSgKBI5v+/Nd+jGmivZgn0z59/e/13+xt4X+df+Isau9gzylkUY0K/EW0VIpXhSnVzQlxcDxtsl5SrHn6YSLDF2HDmRYfPtirY1WOsoipoibTk+G0OnOKwn1DHYZkNt2TS7Hnfj/r0sQ4pXitrbmPYYhL8eZc8NMebVwROqkPCg2sG3GnsuaWaDomZ774KBbak7i0YYvyE2FepGopVd4cmPTWyO9qKeNrovtCSwSdFuQ7UfP2cjxfK28GWDAtNoKXTbIAq2gsFeSXc+4Cd/6CvcX27z7pN9Opeja9BdVJhllzgGKAV+9M49vnJ6wBfPbvH69mPubp1ya3DOP+5eZX+04oOjHXxjMKnDGlEv7cThOsO9sz3+6MFNfuaVr/KF49s8erjDV58c8L03HnG3OOEr3EBXmtGdGTvDktYZFlXGeTlgdX/CzpuK+V15vXWkKxSPDeWtjvR+nEt1QDuorkiRMfxmQjuU5L3lWU62t8YPvnUP7+MYu9oGXCIKJI5nopcDITbmMU+gcJyejSSSuFX4gSS+sdaQiD2BTt4jefLEZEUF1mNjbbFpaMNdKq+b27URmouQFzRpFudSLbscvjEoI9d+bcVOQadR2ovnd1qLf9lpbNLhGkntVQOP0oGqTLFRvQYpyImb3arWBO37TAHfmMtwE+tll0PLgmvToNetrSDrFkbS6TyE1JM+TWh0XFwgDYzaeCFmeE1XG0yjaJcp+ReGDB0sPlvJudKB+cmQZZ5zlg2llwrY3Vqyv7XkzAj1Y2dScnI+xlgZxzbpxMqSepT12NRJlLaJ79OGQqIg2apoF9kl1s3La1OtQm03hJVFTRsmozXnpdRoqjawNjDsxIpxmlGuLV+6eO6jDDM5jR/lTiGEf/NP+NFPfpv7BuA/+cjPACAokkFLkTe9CrCsMprOMkhaVlXKepZzZh1lmzDNK1LrGERP4LpNKOuUW1sXTJKK+4ttEuPitm3037q4GjHm0moBl/aKzW3Pfi+O/MsiWalYaHeEIicM0ki0iHcPoGqZ1H0q99ezktEjx+qGobVeuH6pJxiNWony5IaOPIuJPuc56VJIDu0IWQV1G2+c2Cl84YWnHBS6FGi2WlqW9Yj1pGG43/DG4+u8k17Bey3pdgppvOhky8zlQo9oG8uyzUhURxUUN/ILHJoryYL31nusVMrNtOTxWlTBUVFjlY/xwppbo3Mab/vgkZGt+dr5Na4N56xdQmIcRUzzqp3lYjFAH6diKRk53NhLuo5T2AtLk0gnNlr41mBiiIqiHXnMWmEaUXtMTUTBqX4L8Y+Nxe/uuEVEhzbY3nJQefG0Xk1mvTpmlAcNBXXvaQVYuEFPiTjrhrTBcDM973nGMzcgN4IxK0zds4I3zWxSKNrep7xRmTeK8CbRboOLy3RHoh2nzYgGC90lkm1TrJYhi55az1DXNMGyZeeUg7T3Mm8CPhya+/Uus8hx1rmXAjrSKs7jawLxlLZKmgLhUrXepBEmynEjPRdPr67Ytwveq/d71Xzpsg/h4zYLhUR11EGK/E1Yig9KFOi4SLhoB/iguZ5f4ILmoi2Y2DUO3ZMuxqYi0x21t3x1dZ3OGwam5SCdxfOjmPkhbbDMuoLrQ7n9jdPr/NpXXiN7mFLfbHj9xYd8ZusBPzp6myt2wU9P3mB1PeW/futnmc2HZHnD4w922b95wU9M32LHLLmlZ986rj6GsdtFe1oYOsa7K5YPJ+ha41Np0um8bFFSGSZ5zeJsiDLghtFvsLKoRtEmUqQmxvHq7hGZ6TibF/hcM0kqam95uN7uiSoXrY1jWhbjm0Vc6WRB5dB9OiRKmvgKU/ckkffqfTLdSZ/1lmN4ZcVrV56S6o7fevslaDWvv/KA4s6c9TcneBsL5KF8Dl0a+l5oQKJ3N6rqWvBgBHo0mCukjyPE3atuAJiAXmv0haErAuuTAhLP7z+5zSSv8csEW8u8Fax4kzfR0T4q2Kd1QW47Vk3K3cEx20nJ/fUOP3f3S/yDN36I3e0lx0cTXKsxVpEkrt/i77zm5YMjvnB8m2HSsH1lwWI54M2ja3y5u4GaJ6j9moPJHK0Cx4sRzTsTeY0aZi+B2+pIZzFS/qlhes8DlvKmBD/gFBevt2ySBt2FxjSK1a0ANtA9GF5aAz88Hr/r9YJrtARfDDuYWzCyDY8Nl4ETs6hyn6eXnOIYBoMOfaBEsNDlUW1cy4LJ5A5tXE+22LQyGevR4ZlmOUW0y0jjmzGC0tr8jo40C+8UYW1gFHrsmU5EiQ5es56lEhQy7Qh7Yk3wpaWxBlpFs7YxYEMERW29JEhmXpL7dKBpjSircd1iUo+rJKSjLeWzpEwn97Hgpk58243G555mV0hSz8Zib16H8wqbObxOek+0chBWwmw2pwnhRoW/SKly8RsDHD7ZiicKUIGjakrwsmuhckewiv3rF8yWA5oyoZllYpfQstMtKrACp3BPC1lUjGv8tu8XHzoq3bro8GvLeTmRMWsCYeBQa7nWtFsOMg+V7s/RRzn+UiTuEaA5y3FTTVHUMuAihmWU1RRZS5gqrk/mlG3KyXJIkTWMkgYT8XFlK/6124MzhrbmuBpRuYSmMyRLsUGExEavsRHkm9abUS7e5E2BvEG+ef/hgnkzYiI2bsNLDonB5SY2cTiUD+h1h16UhDxjvasFEVRKtOkms9wb8ANPMm64vj3jycUETJDY5kYCN5QOEkeJWA+CiRjACO93I3e5Mu3E5H6yHFKfDmgGjnxUSxe6DfitllYneCvNJz4Rv1vtLP/g8F9CK88LxQnHzZjzrgBgL1uy6jJy03G4HlN3lmvDOY23pLrjSTnlzuiMiV3jUaS644VJy8qlWO2YVTnOK07nu9TnOfnjhLSWONTs2JIsQAXxCVZ7AZ8Hqi3BIJmlEYZ0rah3HHa/Qr81JBiJ4UYJ03QTx/oXdezEbfiVFwKDxsckOhcVYs1RO6HQDUVUGTd0h0ssmOeiLXwv1rwAACAASURBVDjR0tikVcDgyY00/C2f5QVHNNum0GyxPfbNB937k0F4yhvfrZArLENb03kthAUCdfT2bsgDieoYm4oLJ2Ngw0/eHGVMvdt4Rjc0irGueoW3Dxjp/6b8fqZbKd43j+stYysq7NLlHKQXXEsuaONz2rzG2lu8km32zXmQ+GthON/ILjhsp0xNycwVjEzFUTvBas9EVTxYb/Nwvc1ro8fczk55p7zGcTPiwgzYStYUuuFaNuO9ci/6oTXH5TZaeV4pnoqK7+Fr5XUu2oLTesjT5ZjUOL7nxQfw4mXh/n994zP8I/29rI6G6FHLf/7ZX+Onbr7Nw2qLyiUcjcfcf7LD/73zWf7azlcoTQY8/vMfmN/hUCowmxdk45pylaN3atwsFYxTRDgpD8l2xaP7u6i1IUxamZOAfNiwPh2gnGzlV53lDx/eihdXxdbOitYbhraWsR+L4o3t52k95cXisKd++KBkdyN6z3Pd4oJmbKq+gRRkLF20BaEy2JlhxZCLrQE3ihkv3z6k8YbdbMW7bk8sFY3QI+xKx2bguJNWePS4hUrwW6wjC1hcJpcLbyXKL0hxa1oI0X+MiYv5lWH66QvZ1ncS2mAaRTsSKo8fOOxS49JYnAWYNQMOZ2N+5oWvMusKZt2AG/kF523B3/jkH/GLb38PWzsrVuuUepnxE69/lafrMW88vEHbGt493CNNHZ+4ccj3737Ar97/JPNFgdYee2UN7xe8Z3cJ94bCSr7mRCAZeravz8iSjt2XSt585ybVFTjNNNrB1lcts1edhD0oGL+VsLrtMQ3kx8KFbncgvdCXjWMf57GBVWdeCs+4+BDFQuF15AHbgFpJ4RiMWFxkOzVcNsAh77NudORkB7oMQqdQSkgMG3LFJjba1QYbi8BNw6eou5qu0701IsR6ta+pVVSXrVyvXaN7S02xtcYYT1UlwjPeFLuNjmg3KWjRitAKqUoeRNHOU5KJoFzxqi/otfYwCMJbVmLt6BW9uEAwKyM1xKbZ0YPrNDZ1dLXBZoivOokLBhMg8RL2YQJqJX+7mzioDWrUwsqiBx0HuzOqzjJbDmgr2Ya5evWCp4+2RQHPHG1lOXNisaI2PHf3iA++eUVO1yY+2sXFZrzGtxc56ICZWdxOy2h3xc6w5KIcMAsyL5i5YetrirNPB8Kwg7VBtYqQS92wsWt+lOMvR5GsINmSmNAyqsKpdVjjWTUpLqbQHC1HZEmHC4p1kzDNKrkIxmjR3LS8u9qn85pFm/cX6qDBWyXUimf8x3gvSvJGMd4UxxtEnI7vijWiICsZpIRAKEQ9C4lcxE3taUcWFQJey+PqOsGPUvHBJZLigw2wNiRzIysxI0D/4+VQukvjh7kdi/KRDFqauH0ULoN2CANBoRkgHOboWuEKMb4PR2vSmxfUbcIorzncFTuE0oEw7qCKYK4A9SrF7kga2k5aMu9yBqbhwXqbK9mC7xu9x+8tXqT2lqqLHqugOBjMOFxP2M1XHFcj9MAzMC1nTcGyzZjXOf/xS78B/BC//eAubWNJjy31jsRSmpWmnQaaLbkQq04U4vxEA2LDqHckUMXdrQiLBPd0gEpChPwrmi3JhffTj45z+W4cVUh4v9kjUY4tU+KCxEJrfN/ANjXrPoUuUR1ll1EHTenTnqe8ny6kGIvDbtYNeovGxl/cF96RdLE5Nti3OrKTN4rtMvqFN79rjOe8leK3dYJvK1TzzGuxVEG2xGddwdVEVE6tPBrFrCt6xdojqsOr40PaYHjSbnGQXDDWazy6j9YG+kjtTcPf2FSU7YSlj4q5bgW/hOK4m8RgD9NbQwampfNaimWtwMPUlhgCB+lFz50+60bs2CWJckzNmj275F61z8DIFqhDVOa7g2Mu2oIk7oo8qre4lZ/x2ckHXLMzfmvxMjtpSeMt9+vd3gJyJz/lHprf+MonUJnj1VtP+bG9d/iNk1f58jt3sMOW8WiNNZ6rL0q08xurWxxVI6z2fG56n2qc8PvJHf7o8AZll/L57feAN78rY/M7Hfs7C87mBS52mysvDUyDQcOylsXr5qKkPOzuLzg7l4uaUgEzbrHWcXgxRuvAZFhhtOfkYsR8MeCd/Aqf3nkMWhTjQjckG1543vTjqVVG8J8+YZRUfdPqxqMu753mUbMtSZbZTKKXC5lra2d5uNpiOy8ZmoZ6E4eee4zTtEOPnRvSM41yinbsxRt5monIkEtCYL3rv6Xw64ObWlGDuy2HLg2DJxHVpaWxzQfY315Qt5Yy9XSDEOs5iazuhp7s1NANAj4JjJOan7r7FvMuZy9Zsm1LaTTVLV84vc3PvPJV/sn7r+C9FN2PyylXB3M+e/sBf/jebfwqwe6V/POHd9gervmeK495ONzicDEis44LU9AuU0afmLGa54TS4hXc/DWFLSc8+WHL032xi4Qk0E5Faa+ue/TKkD5NcINAsxXIDzXVnpeQLA+jbyQsX2m/rZL8cRwmc+I3VYiq2Yg6Gwby/pnc4eYb1VPBwImCiDQnQkQYxoWOT72oqK1c373T5JOqZx57DyHOdzrf9DKFPl0vxD4SxaZ0CP2/g0KKeReb36KVA68wJlBXhgbQxtPOBQEX0ljQqkDYabDWS31vHfUig1kiP8+jHWmeorrYrJ/Gno9UFofSw6QIpcWlHjvosCOhR/RXkE6hgpKmR6ApE3m+jSEtGtrGyoIgCZfveW0kgMQpVOZhacmOUqo7gpQb2JbGGbrGENYWNeg4Op2Ilzp3EJ+vB0KrGX/d8oHZJ9tZU1/khFEn3uQU7LVSqDmLVE5qpHSYc8ucIfMj6Y1QlSFZio11/lLsVSw6XKsjNs5gpw3dcgMn/c7HX4oiOUtb7l49YZTUrFtRf8XZoHCRSaiNp3WGO1tn2LHn6WpC7Sx7+QUTWzNvczpvKGzcmo2U87pNxAbhwWcJelV9uChOlPCPN8emTdW5Z6wZz1o0tBTIShHsZpIUJVO7gPIB1cZBWqQErXCprMBUG1diWrzEygkneePjm2YVW4OKB2pHfDRAs0ox6w22JW77yI6O+I86hXEyybHVkuUtd6enbKVrfmz6FneSE/6W/jd4fLQFs0TShqwk/5hK0QW52F3NFvigmNiK40b83j5o/mDxAmsn/tFR0lA7GzF7gdR0DE1D42Rr+qga0zjDVrqm85r/7sFf5bgc0rw7kedopbgf7Kwx17yEicxT/Ia76hTtzRZmCWHoMLmTNKlGTPxBC47Ip1DfaCQmtDW0q4TRbvldHKF/8uGCcI7vpkdUIem3jnPVRtW45MyNSI1EPM/+f+reJMayLL3v+51z7vjmeDFlRE6VNXRVdXV3VVFqjpJAifIAyIJF2LA3XhnQyl4aWhgwLGhl2AvDCwPaeOVBgiXLpgRapEiCEkeQTbK7qrvmzqysyjEyIl688Y5n8OK772W1JNtNoNndOkCisiLjvbjx3n33fuf7/v/f3/UYm+J7sGxDXdHTDc/a0a5oLlxKzzTC5P1C0t5W4+tRtD5mHBU7/bFBLjjbwBGj/K6g3R7r2qbUPqJ0MdOkYNWxmXe65q6wLXxCrO0uEMQQiHVDq6OdNhpAE1i4nKXNmDV9BqZiYgp0Z9T6otxiW+BXPubCDrrjCzu27VZSsnI5D5s95m3O1wYPWdiedMGRc08TGEfFTg5S+IRpJN38dSdTGZuSabTGIZuJSHnOqwGfmQMAbmaz3fh/1vRpv6CNfs9fp29qzuoh06SQMBKzIVOWCztgLyr4L37uV7hfHfCP3n+LR4sxSeQwPeme3BjMsUGzlxR8vDjidx7d4RfvvMsvDN+j8jHfqW5ynK+4qnLuXe1zUQ6AX/0zODv/v1cWtVzrr/j3bnyHX/r8a1x+uic3oNyzPu9D7KV4aBWnr1wwW/e4OBvxxkuPeHV4xpd7j/nNq9c4SNf8xudfYrPMaJuIvfFGTDSRZ5KVPK2GjAalGCWVk9CbDjW43Uj5oHbSJEFNhl0c+mZLPQp697m5aIe7cSpWk2jHcW+JD5rLuk9pYzFOdQWqyhRu6PG1mJdNLYagYAKkov30PcfB6YLlJqM9z3fyiNB11FXXqTSLCFOJAS9eK9qxdPC0gr9wfI9/+Md/nqjfcvunzrj37vVdsur2uQgyQTzOl7yUne9oKf/82Ss8ON9jNCj56ZPP2NhUgjKMp3ew4Z27NzGpYzzasD9dcxGGZElLWSdcLPukkeXe50fEvUYQlD3pBK+fDFCtdInVtYqnP50TjGJwX9F/ZFi9AKYWyVp5o0WVBp976pEluogJCoqXGvHTuJgQiSdm8En8p+rI/cCW1firRKQWje60q9250OmJ3fZrCehSoVYSVkGrnxOk4oBeGSkMu0jqoIXwohNHXUcYE7oBs9o13aJoyx5+Xi4o7TvjnnxvFInG2OHx6xTVRUJvi/qthtp7+VlbDfAO9bbt+Hb4ORU7vNXUVSox0duXvUO/kXiC9kT959dmpTp5Rhc6ojrzYJK2tE2EKyKiqwhTC/Vk7wP5sZdvaZElxEKh8v75saCQIrc2Xedeo3KHSRxORVSnEnqgFMzKHjdHVzy7GEmt02qipMUrjdPQm0rhWxUJ8aBh9WXoT0uaOsIsjYQUGXk/6nmGKg1q3BJlLbbI8akgYlEwONywnudCvrhV4hoDq0jOCd8Fj8QNB4crFqsclf2QOck/iDWvch4txlKAGc9+v6DpzAZKKaIo4L3myWbEOK2Ijes4r57TVIxia5sySUoOUom3XtqUdT/l0f4Q3Tj0qnguk9ie4VsDn9Fb8U1XPMfSNbY87yI7B0mMalrsOKc+yMielUSrmmY/F2esR/6rIEQa3TgGTxztIKIdByyIpiqVolo3is0q42CwYZhUpJGld/spnzw6kix0HXbIohAhWqtE5BpqIztpN/Co3NIfSmf9u/MD3th/yrc2t6EP//HNP+Y38td479HJTmPVVka04Jllkpa8tzjhS6NnvLc6IdGOYVxzfzNlkpSkXarbfraR2GQb8/lmj6sqZ5iIfOCiFuxZZiyFjfnq5DHfnp+yqRNBSimFnVh0bsmSlr1eSdsreej3UOtYwOhxpz9KPTp1uHWEspr+yZpimYHRVLdrkZ80mmqdoi9jVASbYvjDPmV3qwoxD5p9HjZ7optUnoGpdpIKF3RndpPNU+FTpl/oDAMY/A519qwR/XesHOs2pXAJPd08j7RGCkWt3M7Y5lEMOunB1ji4TfHbaZS7TshZOeKsGPDlvTOO4pWg4rTddbq3K+uYxIfRko1PqULcdW89hU87+oSg5PbjDVqFnRnuq9kDMWHp58YrkO74ziW+DZgwza74OYxWzOyAk2TOcbzkWTviqpVu4178fCN0Zfu0xvDB5oRXe2d8p7gBSPE7s33eXV3nZn7FXlTstNi3+jO0Cmxsyoeba7TecJIt6Ec1T6oRF/WAt8ef86gWXNuTYsyTYsyro2dcT65IdUvlY+ZtvjNBvnHzCaNYKDz9pOFaf8mL/Qt+6+xl3hg+4ebxFb/y+Ms8riZ8O77JUJe8nD7lfrXPSX9JL2o5K380565WgZcG5/y9T/4cVZnIdQWk8HAKOkObbhSP7h9w+sIFrx2dUdiEa+kCozxfHjzhO6tTvnr0hHvpPmUTs6kS6eSVhpN8wau9M1LdioHPx7sNXIsh1pa1yzhv5DU4TiVafbu5m9seyzbjYfECP7//MQuX82mxz2v9M9588SHvfPcmeLgoehjtmaYFWnlsEOlefS8XnnFHrtCtTKC0lY6iG3u+/qVPqVzM+4+ukUaWOHY0qcds5PboUk+wquNGK9K5TDJsXyRiyZ0V/axhkNZ8e36KShyvnDzj3z56n//hs2OclTjcYKRbqzuk529891XuHR/w4HJC20T8h298cxeO9SvvvcEvfvWbRMaRpbApUhnNB8Vi2affrzCRvF/GeKzV3BpcsTzKuLwYMpgUhD/pUVxXqKMarT32MsPPE9hvURtDPYX6yBNfaeyXCtT9nNHxmvX9MWSOV26e8flntyTs6VGC8lAfOtS4IfvDnOIkoMsfQSdZQX6yZn9QUFnxudiLXLSnAVTxvBkl98uwu2cSQBeyCcDzHP/W1aUhhrhiJ7MQLJp0kxVSeLqOya+6PIetvMG20Y56Ebrmk2sjdM+iH2Vk54qNSogPStplCpHg1bavoBS1iDxgyxL0Cqyi7WKkk6ShUQFzkeBT+Z2ijcaO5Xf1XpGktjseuceHADqzO1KFtUbkD1bj+h6fyMaxHku4jHQUAa9oV4kUw6org7p4a5U5wloQa9o4bB2xd+uK2aMJOpbff7HOuLy4RZRa1IHlcCyyuqtNTmlFw62UhJW08wzdb3lhOuPu+QHhtCIUkWxqnJICOQDGY5sIs18THmeEaQPPUoo4Jem1NB2qLuk1qH5D/bgvRs7MMxqU1NbQ79VUzb9hnWSAYVqTRRbrJZCgbOOdmzOJLEmn/dEqULQJg6SmdXKT+9n+J3xSHHFZ9aXTaQJt16FYValwgn0npdgWwV/8ozXUDaHbFqrtWZ8mz6UZShG8F3xcL+tQb4rlSwPSuSW5qrGDBNuPiFctykmIiOvHNAPdweZBJTLScH0vo45IRnLrOqWyEalxzIqcNG8pq0jcsN1yfU9IHemopilj1FpShuzIcef6BamRGOOb/Tk/P/mQD8pT/unsayTasrEJAXC1EXZi3zI6XBOAv3ntX/BCtOCp6/GN7EX+rf4HfKu+weN2wu3kgnM74lurW0zigo9Wxxyma1Y2pY0NmbHM65zzckBpYyaZdJEflHvULqKqYtzICePTK+o6JgTFvMxYrXPpbrfyeqvaYM4jdAPBxOguoU9f90yma8KeYlMmmEHDuF+yrlIKFQhWE/e+/8i9H+SSTqVlGq13BIeZHXC/OuCl7JnQVzo0m1fCD/ZBU/l4Z247ie2/ZEoLO5ZspD2lS5ipfqfrfB4e4r4g19iaAX0XSrKlBAA7dFzhEmZNn6bTPH+yOKQNmlv51S5Bb2xKsq6gcUFzHC8k5Y9tx08jIh92I+1UWw7iNQ7FSSLpahufMo7K3e9U+RhNINaCD0SBDmFXxC9sj56pObfDnUTEobhsBjythtzuzXBB7zrnK5cxNWtSbXnSjJnEBbfSS94vTtmLCn5uclciuLXlS8kls3hAplo+KY/RypMozzgu2biU2kXkpiWOaoa64lY640+Wt3iyGKG15zBb86SZCKKs6TOJCwam5lvzGxRtwqzsEYCvTJ/wcu8ZQ13xn97+XW7Gl9xtjvn3b7zDLz/+Kr//6AXGvZLDfEOkHddySZn7k8c3/mxP0v+XtWkTah+z1y95WiXonrDLVeTpDypOR0syYyltzEXR485I/B73Vgf87uXLXJR9fv7aJ9igd9hCkFGzd4p40HCYyHlx0Q5Zu5RUW0oXM4oqKmKubA/rjUyqTP2FTaVIlnLT0I9qXhtUOBStNzwrh/z2u69iBpbjkzlnn02ZnY3wXjM6qDjM1lyUA6pSgkJcLp1Cn3r5+9ZE14UzLOqcvazg5uEViXY0qWHT9unk9IRK9JBBy/XI9iTFzieB228/Yi8tWDUZr4zO+bV7r/K3vv6r/OOzN/mfPv5Z0kGNO4/RpSLaGMHFpYH+8Ya2NTyej+hlDV++8YD/88M3UVrwXEmv4XfPXmTaK/ns2ZSfvXOPbzy8jW0NrjaUWsxoZZ3sUuEu6z4/dfwZv7Z5lfabe8QBifq9SFGVIhxIcUwwKKeINpB8LI+1mx7tMND8yR7+Tg1W8cl71/naL9zl3U9vMPrjlM110XcGq1m8bsXY+KPwgqhAU8c8cwPhD3c9L1NoXO6lAI7894zlJfFDkV4YsnPF8kvC3N2a0LbGMuUkUjwEhW8jtHFd0av+1YL2i6vr/IoRT75XazHZuUJCejZ3OlrKPMMMW1xlcEWETl1nPuvMiB3NwfRko7l9breOZbJjghTIBlTLDt+4jYGutuzkzvCmGo2PAsm+hJpUy1z8UXR6favoPYb5V52k/Wo4OFpytejvWN2h1uIRimD6TkS8MVRTTXlkGN0TAkwbZ0xqaEbSEIyXivZOS1sn6L5ltu7RNBHT8YYsabHOsNlkuA7XN5lsaJ0hTxuWTQ+9Er0zB2KExclGJbQat4ghE2mIOq7xs4RmIJOF/gcJ6xcjTu9cMP6aoDqvqpxYe+ZlhvWaG9M5H3+fp9uPRZGslaRTfTQ7YvP7Bxy+a2l7GpsrUg2b64r5vic+3fDy0QV/5eAjnjRj/ujyFv/k/lf4p+Z1rDMMsppHxZhJWrJsMtZNivUdZi3WYrIzzz/VykuBHIxGxZFEVGst8gvnZOsUdWY/o1FdyK6qG8ympVfZnX5ZuUC8aiR5z4hBz+UxZtMCEpgRjFAZbJciZ0pFO5IP1cXDCfG4Jk4kP71pIkw3HnFdh0f1HHHWCrUub2myGNWKPquyERdr0Qp+afSMl+JnfGtzi6taxuWLKqPfq9H9imWSo3WgtYZRr+J+c8jvb17h9y5fZJKU/NHiBX5mcpevZg+52xzxVvYZf33wAY9tzj81X+PzcsqyyUgjKb6PeiuRZ6C4LHvsZSUHyYbzciCsybUhOvJMBiUhKC7WfTazPtSG3hODT6CZeFzfEZQhrRTxGhl/VVB+POHP/dxHVDbmaTzEeU3RxPTShlt7VyzrjADc/WGetF9YH1WnPKonfLrZB6SQ3EsLah/tQkK2RkitAmMjxeNQV0zSAo1n4fq77tkWOTazfdZtSj9qvgf7BlC6eGfEi9WA3DS7iGjR9j6XXGwf1wbB+A3iml7UyOcuXe1CRLbsZZCidhptOpOe5aId0uvCTrIu73wclTus10U7YByVZEpCU1Y+Fz1ph2zUKpDplpNozsL1dl1z6CQknaRj7TJWLkMTuGz7PK2GVC5mafNdod4ztWiavRRd46jkJJ5T+JTX8icsXI+HzR7H8VLel/KQw2TFUbzcaZNLn9B4QYVtg0Q2NmVmBzxrh7JJMY47e5ccpGvOmhGfLA85zle83FvzDz97m8U6Y3+8YS8rebgY842nt9i/uSFLLIu2x1k75iS+4t3yJqmx3NqTIswGkZB9spRI4n72fQcy/EDXKKm5nV/wa4tX8VaR3M+ka+jAmpzPwx7lnQaTW/6j1/+Ef3f8LnPX45+Et7mse9wYzvnO4pTKRUzTgk2dUFfxLswAhHe8NYWm2mKUZz8WfKTQUiwDU8vr71Ly0JLpdrdR0t3mL1aOoa5Y64y/ce1bZKff4J9dviGTgTrh9cMzDtINkXJ8d3XIUW/F48sxZttN7NIDladLmnteKH/8ySmnL1wwiBsWdUZRJ89DCpDi2NQKe61BnyUEBdU0oFuobMS3vvkK/rDh9a8+5WC8pvApHz08Zrq3odikhJ5IVuzAo1tF7/aSQVazVin9tOHGcI5Wnp+7c48/enITpQKjrOZ8MeBq1cPWkcjbYktdxiT9ZpfgtmXzlrOc9x+e8HQyxDuNG0iSaTJoaBqNTUCvIvHGRB41sqwnmvxuSjAw+dgzf1UQm/m9lGQO7c8vuDvbJxvUlH+hRXmFCYoksdRxTJLanSTlh7q2kthNghm0Ujj1wY9EakFnVKPVO1P7lrlbHzqava7T7LpY57YLq+jQagREntA9xlndGfCk+0nX8dVGXnu/xcN1f9fbYI4gXWgVycYID2FgMakjjp0gDLN2VwTbMiKe1LSbWI4ZMLlMVIkRFnIl2mb6DlWIVCSozoioIR41O/xaCKozyEkaXbVOSPsNehXhMy9kLAMQ8LHooE3Pcri3ohe3HTrPCDGkEIOfqgwuVTRjRXEiOv7ZmzD4VBGVAZsremcB/UhCwZpJhD1siBOLUoG9UcGqyFAqMMhr9KBkXg9EvoFgKRd390Q2kXvicS1GWIBhu3tf46WmOW0ItSEZNPhxK2ErQPV2g7pKWVcpe1lJaWNO+ksqF7OqUqaDDbX9/kvfH5siufGGm6Mr7v+U4sHphPRco1pIF5CfBZK5Jtwf8uHNPu8fnJDkLaN+xbXhisYbLtZ9np6PeVwJDsakDreI0ZVm9FR1oxUjKLiOUiEvqWxDgwa1NRoZKagBsJ2Bz0uhjO9czlVDSGNCpHF5jG4cIdKYGtDgk0gK5EhwI0EJOsgnwmb0vsOW7YDYinaR0sYxUS4jvygSBvRFITzS0GpIFVo7ylW2g6F7pzAq0Esbski6kt8oX2Te9si24nmnadpIEm6sPKYF2lTzh6s7ACTakRrp9PzB4g7vRdepXcRvXr7KUbbmF8bv82mxT25aDrINNmgi5WhcxCgpd9QCISe0HOZrzvf6rJdjskSOw3mN1l5GI0BxE3QtKLxoaYgXCtsP1FNw0xZqTXogRaUNmn7S7OKayzbmfCMyj8vLwQ/nZP2X1lZLqVVgPy04q4Z89/yAap1ycLjk7cOHvNX/jL6u+f31Kzypxgx7lRjkXESmLLGS0IpjM2flcj4sT3gtf8JJfMWTSqQX2xG/GNjMDgUnLF8vpIquM7tFz+3wc7AL5IiVI8ocG5vuWMdSbMffk9a37X73dMc/7qgSpjPXgRQu2vjnsokumhpg0xEwtgYWozyFT8S8Zepdgfw9iLhOSnIcL2mDofQJ1ptOH692gSJDXeG6IJK9qNgV74VP6GkhaBzHS7TyvJKfieGr3iNTIj/ByDVn41Jy01A6kVCMoppY2x2tI44cg7jeFdBb6chFO+DV6TPO8wHDpKJyMfv9gpdHFyJnaUcsrRh7P6v2WbYZedRKSl/UUrmIwiYShNQm3Jlc8ic/pPP1iytSjoXt8crxOaWNuVdcY/+PZWS9TR0bPIzZnCb8/fOf5f+6/jUA3jp5xJ3+JW0wfFQd88l3bpBdX0sH+XGOviYSrGt7kiy41bCLmfX5+bAlrsxb2chvDa+um7RcuR6DqJYURuUofIoLmpkdUIeIP7z/AnmvpixEs6wJPK1GHOcrV2aLwAAAIABJREFUHm4mBKdoJ16MWl2hrIJ4MXy6pUwoMIHHj6fsHaxIY8vxaMWnqxSfdKxV1zUbZyJvCyYI6ziFWHt85rl9XaLQ39x/zFk7wsSOoo5lFN+lGKpWoVqwVgKyfvLkcyItn8XGR0TK88bR0x2n/nSw4Kru8enTA446z0icWokbdhFKe9LUUleiDf7yjSd89PRIupkI9s62RigEdUdvUJ0n5ixFZRLRrRtFtafxJtAciza7vAmc9zHDlixvqEtDnFpUUNSVFMhNFT3nE/+Ql1LdPX4TQ+TJBg3T6YZlmbEJOcEpdL/FV2IYYxWLPrWVew0adKnxmcVNRHttD1q2Ed/Ki/7Wa77QJWbH0952kpX24Dvm8fZ7umAR3wXreB1wuXR1dexxmxifakmNS0Xr7KqIKLe7ApzEizFxt8LzAlnxHG9Wm+/p5rfzdGfmY/teN5owsOjIY4yn7nS6ulXYocNsDMWpoOoUgobs9zaYyGM7A2HokGroIAjAL1B0gwlsbglGMahAeU1Qivk52JGFylDbDBV72iba0UAkptsQ9xrsec5i2Ucr0MeVxMX37M4YiZEaydcGYk9zzdMbVdRVQgiQZC22jXY89xB7IuO4KPrUbcSmScjjlqPBmtLGXBX5932u/VgUyRILu+EwWfELBx/yG5PX+ObHt1GbiHSuGTx2JPMGU7YUN/qsT1PWt1LcV2peGF6yaHM2TUJzfyz58gqqA0/+TIrWeCXR0UF3YSGdzEK14Xs6yzvd8ZZqYZ2QLaArko3odbp/U4Dr9QiRJmx1y6oryDtTn4/1TlPsMxGaq9wSQoT3esd2pFYkM4OPDeqWyAnyWArLnTmiFcqH95rQJdIoD8FpjPY0znDcW6FV4G4lLFFvFMtmRBI5FstIxie1QdUan4qu+6wccZwvSYzdFbnLZsBcezZtwmzT40k64jgRY8zWyDeOai59n8JGbLPV8qgl0g6H5iDZkEaO9bhllNSUNmbVaYGytCVLW8osEX1UbYjWhqiCZhpIbq/5mRv3WdmUy0o6qtZLiMVhtkarwEezox0qUF9838lPP+CldjQIgFWTUj3uYwrNBSMe9PYoRikvxee8v7zG/fmU9MRyI72i8Al1p3P9UvaEI7PCEPhodcxXew+4Fc8YRA0XdX/3/FupRT+q0Z2c4osd6G33OO30xLobYWy7dind12NBzMVaKBKVl7hWTRAjEXKB1SqQqZbDaCXFCzFVZx4c6oqVz8h0+z3R0j5oxqbgKF6ydlIsbg2HW3PgthD3qJ2eekuoSHXLos2pXUTSyXk8qus6VvR0zcwNJOGvQ8o5JZ3zLTdaK/+8KA4wjkpWXjB646jgWTMi6bqYWgVmjcROC4s6kBsJ5alcjPWGWd1jENfyegXDC71LpskGGwz3Vvsc5mt+enSXT+tDHlUTahexbGWaddRb7R4rneyMysXd+xO407/8sz5J/7XLqMBvPn2Fr0yf8F9d+zX+28lf5l98+HX236sprgkZYPh5Te8sYnEnxt8b0Y7gg9jyc698lyfNhPsXU+KlwhZD2msNw8eaVV9SriobMYmLndRnO+nYGkrlGEQaZLsN9jbqfN72ZBITyfuzPX+2kqNffvAGfp6wLgQ3Ja+lp3IxmWn59Gwfv4qJ9mp4mGNHjmhhpFBGimblhKoTYtCziHkxoX99xfXBgr0XP+ebVy/L89aC40QHoqXG5oHsQuGjgNGe8a0FX917jA+K03TOrz99jTh21FUiPNgkYDZbxNjWCiOTt6bb+JYu3slWViElUp77iylZZDGRFNJvX3tIqh2/df8lQXW1hrhXy6YmkUyA4IWWZG5tMN8Z0FSCQ1P2OedZFYLWVK1C14re00AzkXCqEAXiUU0UeaoiIe9JJ08b6Vpbq/CtpqpSMW35f82J9We9ghSDetCiM0uUON4+fUikHYP9hnfyUy4WA2xriAcNadayLiORMiTSOdaVFiNfQJjINkZFnYGzK6RDp0fGK/k3xQ5/CIJY0zrg8ZjutQ0BlAk7nTIqEEce3ZdOc7tJhFhhnxtWg1fQKlQuKX+0Gt1vYRHtNlc+7l7oblOiYqFUtFaju1AyoudGVgCVONFiG2Eyi3a9K6q9IBC3mMd2LBsIFTus05Q2ZtCvmG/EKxAyh4qkwee0x6w7GYaRItkN/I6uobzC9SDeSEGrtl6jTUQbQEce3xpCpmjriNDIpsRfJZzceELVRqwXCaYjehCQTUFpIHPoyJP1Gpmopy3Oaaw1uHWEzzXH+wuKQUIIirqNWG0yVsDp/oK6k/LW1b9hmmTrzS6q9aPiGt+dHaCiruNQBVymaMcxLjOsrkf4GNIrWH6wzz97NhJwdVfD6hbKY09IPe1IwVqKZt04VOsISqFCACeBHiSxfK2qCZERhMswBxfE5LflJneFs9qCMLTG91OiRSXfoxSh6zygIVrVuDwGte0YywVZTRr5UGRigKA2pP2GOqS0YyVmkirGDSSowwfNbCUyirro3tgOveQWCS4J5MNK3vhWgkH+g5M/4r36On+4uoNHcZCtOd8MmIw3lHWCmXjWV8ITdLkm0o5UW94aPeR2esG5HbKwPSm2dMuDasqL+Tmn8RUPqz3OK6E1rNuUxDiOOm1lYizvP7vG4XBN5WISLSMWnTjON30Wyx5xYokiz7RfcJCv6UUtjzZj5kXO9OWCftzwYD7BB8XKpuwlBcNIOlNXTU6kPR7FssmYXfVlnKUlyvpHsWJluRnPMASJPzaWaKPxcSBUhg8+vMHf+ewEHXvyd3JsD/hrn1H4hPvFPg/XE16dnPF2r2GiSz5urnFe9LlbH3M9vmJtEzLTMk3EtGb43rtSG2RUuHZCrZjbHom2GCQtrmdEQrGVDwjZImFpU9GLBk2s3Y5ukemWsS53Hd61y5irXleAxrui1wVNFrW77l7hUrzWXTe34Uk72Ukt4Ll+OTctqy8wnmPlGJhqV+Tfr/a5mc3o6YZhF0RxrS9mrq0e+8yOd53vL6a4AUx1K8eC4ir0dx3qbXfSo3hajiSgQjdc2R7jqKQf1ZzVIzGzZee0wfCwmJBoR2FjJmlJZUVXfZJIUMzKZiyaTLjuXvNLz95i1aSUbcwwrTnM1hxma9wX0hi3IRmH2Zpb+YzWG17ILv4Mzsz//6Xx/J1Xfol9XbDymo8Wx7RDwVnWI838K5bLvxYY9Fcslznxpxknv9vy+f6E/379VwFw64jYQDu1qCLC9qB/P6K47ugnTRfSIhuoq7ZH4RL24g0rl1H7iHFUcie/YGgqnjRjYuU4iFcMTcVZxxbfyoFA0gxndsDfuPEOv5m+ytl6QGMj9pJiZx7+7Q++BI0mXhjUZY4dSpHqstB5oQLqpMJdpOiWLonNE6LAtdGKRDvePTvdXeslDERkGs1YQhxsLt21TZNgveZhMeHdh9f5xdfeITaCL436FSsrrv5QKfZenTF/fx/7oI9rFaujlHFc8cnikE2T8Or0GS8Pz6l9xKNywmvTMz6cHWNbQ6Qdv/fpi6SpIPci49kUKUoF8n5Dscx47+MbvPnq58xr4S/7OIDVxDNB+flYfpfXvvY5H9w/Iek3VKZH+ZLDpA5/kaJr6YI2dYyOPMUmxTcG3XFyh/2Kq4tc9L+9H0WFDCb2xJNaGO2tRqnAi/0L7hf7/M6jOzTv7Mmsa+iJzzXlV0pIPEm/YdCraJ1hvcyhNph+i9vEhDygn6W4odsl7kWp3REtREKh8Z2Uw/Tk31wT4dcxLWCGYmLb4uC2aXy2NbhWE4oIM5Lz2DsFeotoC8SjRmQW22L7SiQ/qulimQPCKY9keux0wBJhRg2OLtW00BDMzoAbbEfUcBofIB2L8VMV3fcomeJOPoTly4b2hnSyXXc9W28yzNLgxlvYQZDNRepxuSRXxitoxlqQil4RbSSoLJ0pkuXzDUWUtZi+oORcbWS6EhRfvvWEDx9dI2RO5CxdIyyZVlLUt0Y20PNIaC1Wc3RtLhO72Ygocoz6Ajy4SnM2i4zNIoOgMKmTfqhXDEYlPigePNjfyXW+3/VjUSRD4GEx4Z3qOuerAcWTAfFMwjLqqcL2DbZncBn0H8moq8oVyZWST76K0a0YNIrTsIs69nHAx1BPFC6PRIMM+EjjehHRxqKcJ2iF6kkBuu0AC8rNEGKDLltQCp9F6KJhi3/zicFlERglz9E9f9uP0DbssuCLa4r6wAnlYftB0AG3SDBrQzuPYWyJDkradYKJPbfHM5ZNzsYm5KmM39omEkB4t8y0olmmlI8GRLc8t/euKG3Mi3HFtyqD9Ya+abi33ieJLHtZyVWcsyhy0kFNnrZExnO7N6P2MYVPeNxOaH2ER/FfH3zI/zi/yQvZJf/J6D3aEPjj5A5XTc5RKka1uktymzXS7YyNI9GOR4sxvbSR0UpjuHo4FpRLElN7aPYi/J7ixfEF/bih6jYYj5Yj0tjSWEM/aoiVxyJa2tN8SRuEgd2LGiaTDbOnYyh/RB0NhFRxrxb4eaotP7H3gBf/6iWTqGAv3lD7mFvJBZ83Bzz90piNS5jGG06SObO2T2yko/YPzv88n8wO0ApenT7j7uaQT9ZHfDQ75LC/4Thd7RLhtqa82sekuqV0CaluKULCJCp22DMfFGNTkiq7i3WWLulzDezayah3GIkO+sr2OIpXMhpXnp6u8Uh3eqILMtXuOoGHZsnN+BIXNOdutDPsbYNTKuJdBzDSXiQyLpYJR1CcNSNO0zmGwLN2xEG04qwe8Up+Rk3MoouRnpUj+nnzvYmCWkgY39rcwnrDi/k5AE+aMSfJgg82J7zce0YbDA+qPXLTshcVXLU9bDDkqt2FW8TKsWhz+qbhg+U1niRjYu3YtAmNM9wezBh1r884kuCR41joDg/0Hosm31F3GmcYpxXHvSWpduQds3fVZngVWHUyjCfFCBcUbw0f/isbnx/WmrV9/u/5m/zqZ6/jvaLaJOiJ5+lP51QHgcn7EZtTw6KfMflQcfX1lss3EpTz+FnC3nc0i5dlqjv5dsz8K1bimhsIqedy06PwCd9eXd8ldH5wfsybx4+5ns95Vg+FIlKNyU1L21FgPi0Pvuc4VzbjRnq1i7beWDmX3xg/4a2J46wesWozZnWPo3zF17/0KXev9mnuHlDtB3xXNMRz2VC2YwdFhJ42TPfWDNOaT987RSl4YTDDBs3mKkelXaNmo0WXWQn1Y0tO0BY2dcKd6YxVm0kst2n4qf37/KOrNwlBESWOtjKcfuWMy3UPO5JUs6PXL7h3tc9i2eNvvP4ON7MZv/T4TV7qn/ONi9v8zdu/zR+sXqSoE472l+xFBb7VtCqi36u5Pl5gR5oXh5f86oevEypDtl/y/uNr2DoiBBhdKZSPCAo8gcgqvJUo+zhv8U5LnO8qJiROTI7Tln4iBq+2iUQWZyLixFKuU7kHTWvMZY+gnk9Jf5jLOZmohnUEicdGEf/7h2/TLlMOThfEP3HBpkw5GhY8He9JB7mVMJDlqoddJkyvzynrhPrBAJV072cNrLUk0Q7YFcgA7SKVIrhn8bURLNy2aWUC8bBGKWirCBN7lPbYTYLqYrt17HGR4ORM5HBlAkFhC5mgth35SWlgFssGRwkqUJcaai1GQx0k/CMgeuHLGIOY93zP76LkAZlQb3nLVlEuM9JBTXZ9TXnR2+HVUOASiFKLs4bYVOylBffLQ8i7xzuFukrwuRPkHuIjqqcdftbD4R8pLt72RIVi8FAi32k1RF6kpCA8ZatQmaNtDfMq53h/wTiteLKUeXQa2500VBvpUG8LW1UYrlY9XjiYwXTJMKlZNymxcVRFIj+vi8l2SqNMINSGzTpjv18w2C9Ynw3+VCE4PxZFcn2Z8ck/+hIuFcA31xzJVxYoFeglLdO84Gw9YP3uPnsfys1q7jJME6jHmupARmemFD2rHchFUVtJPHIJPDhKUD7BR891wbtPuGIXxqFrLX/vy+7NVLIbiypFtJYbAkHMHMpDvJGbQr3X4VOA/FyYvs1YHmNqSC6F+6e6WOh4DelVYHVH0n7KXNP6RAx/jeaDZ8fUdYwro13EY5bLTszWUWcIEBdvelLRSxus14yTkr/99BeoXcRJtuC8GXCzf0Vpj/BBcdxbMUxqBnHNUbbmou5Te5FPPKom/OT+XX5l/jWeVQP+82ZAqlvWLuVvl4eULibSjqNsves+x8qxtPluHP36wRn3Fvu8fnDGrO6xBpJeQ93I7o5IYjSH/YpRWrFu5YZ30l9yVYu5bZxWHE7WRMpTupirJicxjsImlDamaGOGSU1jI1SjSS/Nn3p3+INabTDUIWJgKo6SJYZAqi3TaEMVxND2tB7Tj2oOkxVtPaZ0MT5obqRXvHz8jBfTZ2Sq5f7eAb+3eInKxRyla+5vpmLg2fT558UrIqnp8EOR8STGfU+Xsm4jnNckkSOJ7I4z3lpDHLkdNcM6TesMTRNxOl3wc4f3dhKNXvI8/roNZteh1UjQw1YzGivHO9UtTuM5H1fXduSJTNkdzi3TLT1TPz++jphR+4izesggki7vd8sjXFCM+yVvjh6wcD2eNUNO0gVntWhML+s+v9O+TOMj9tMNLii+OnzESbLgXnnwXJNsGr69vs44LllYKbL3482OtHGUrHZ66C2ar3AJL/YuuFccME033b+JLrl2EWflCJ9pjtOlEC5sn7uVfB4WbU6kPFlk0Spwe3jFQbpmLy52nfRtp7tyEbN6SqQ9vahLn/tRnbiAv4z5Z3//p1FAfeJh2qKvl7z+0w+xXvPhS8e4KmZvvOHOT8x4bXjG34v/PCeHCx49nlLtGzF4vVFQui6wyEmzIppFrNOc//U7P4nWEtiiAFsbfn9zZ6dVd1cpQQeSmcGloo+NNorw1opqnkGrGJ6uiM2tDl+pOBhs2M823JvfYvbh/o6O429W3NMHuLMcc63Av1USxRa7SkmHNXWc0d8vME7Dd4YEDecnEfNZBAMJOPj1b76BWRmMFtwbgE+l4WK6zbhXUB9Isduc93lvk/LmrYf8Z2/8Fv/z/Z9knFXsDQqWZYZzimjY8uRyjFIBlQlT9uXJBT8x+py/++2/yN31IZ8VU0JQ/G/vfZ0kbXnYTPl4ecTBYMOd0SUeRX9UkUSWYdpwWfYIQfE7yzuYyGMmFdU8Ix1X5MOKEBTrWzG9J1pitDUEDz4K3Pv0GNOzxIn8camlvsih063+5Zuf8I3zWzyeT7GNwXRa0ijp+MBaOvJoMS/+sFcaCwlhGeVo7Wk3CWGRQt9x8WS8C7t4ukpRkZf0uFWGyzSsY3SjmD2cSDd60jI9WNHYCOc07b0hzdRBZXCdV4aAaLqLVP6/7/CrWEyBTjTt7VJYyCERbX1wQrSwm3jHRVatQs0zbOqFzW01ulTYaStygqsEP7ToLrZclaJl153pM8QeszK7pEiR1nRx012xu9MpA6wNjCwYj8k81w/m+KB4eLa363q3y5TLnxeNstsk6NSxWPW4ymqOT+YsNjnjfsn5bIhXEiVN6gmFwaWe/GFM9UpFb1DzLO2hckfTN5z9BU2IPSrxgnLTYswKlUEPWgaDitW8x9lsxGhYcHZ5zHAg3d6D3obWGlpjKDcJXKRsY+L1YUWaWC6LPvu9DbWLeHIxJiyS52hcJwSxpNeyNyzoJw2rOmWY1CwjkemE2fcvz/yxKJK1hfE9K/GQrUfbwOLFMYtXIHptRtEmLJZ93L7j6c/kVPsCMw9G7cDm0UbQPD6WnY0ZtrjUwzLCDh1fzDTfana2ST2qi2hWTkZoPt0Gf3RxiwHsCDhiFym6E/8Xmv4jeVw7kBO6GSlMJZggl0khrZwkyvlIYXNJk6undOMJeZ6wb3nlxjNenzzl3vqAb39yg/RxDCHpDjsTjmMLPpHRmakU9TBicdoVM7mMSx4VY2ov8gutPMOkJjMtWgUiXRF1RplEO9qg2bQ5hY35J7O36Uc1p/kCrQJrl2JUINViPJq3eaeTHXCcLvkr4/f5x7O3eXl4TunkOI/6UkRH2rOpE4zxXLs5IzUO6zUH+YbjfMmjYsKqzVjVKS+MZ/TjhkQ77j495OPNiVxY6i5JaWhRCsZ7G3xQLIqczSwnWom0IVn8aIoNGzQfrY9JtCU3Lam2vJBdMjYbWisd1b10s0sWO0zWnCSSSudQ1D7mk/oYgNZHEvDRZsyaHif5kkvdYy8tsMHsnNNb81PUGcm+2PEYxDWx8rRB78xAlXv+Md92dK03LJqMykbcSc+ZmIJYWY7MquM72x3n2QdNT9c7017RZaK+EJ/zYX3a0TTYSS5i5ZhGazLV7ox8LijaLrqsDYaDeL3TDu/kIMoys308irVLcWimibzfW91mbtb0O6Peg2oKwGkqmLpYORY25yhd7SKNAXrmeWjFNvVtHBU8a0e8lD3jUbNH5WOuZ3NyI5vCrWY27qYlV02+k2hsTXlXTY9EO077C47SFRf1gNpHPKuHrGxG7SIi7YiV56X+OVdtb9cF9Sj6punQaNkP+Kz8/pZuAsMH0lBIrxTNKCUqEr7x9otMrq0kQGEds3g65d12n2+7V0hLxdmTjOhGyd5fmnGx7KOckHqIPe0ECSJoNNFZio8DLnRWDqeItqdqR+iK/HO02ha/1Q4D4bM+sZVvLtcTyi6IQXmY742427PEqZVo5ADVsUM9S7GJXIPjdwZUhx7rMlTusXMxBdnHY+qbDRxb4kUX637Y8he//DFfH33G3eqQX/61rxOtnnevTC3dY5eK3E6jpJgvFeXQ4tcxWgX+wcOf4PzZiHZqaJ3BWk0cO1R3LnmviGJHnjb8wf0X+GZ6HVSgFzV8cnVIGlmOp0tBaFZTXh5eMIpK1i7lcTXBe8Wr03N+cvIpv37+Or94/E3+l4c/hcsrNk3MRgfi2FGVCVHs8GNLcbDFiyl+5sVP+eaT6zR1jHeKuogxsceWEapvRRaySPilP/gJyJ00YYCj6ZJnsxG2FhyZ0gE18vSe/ij4bzINO+xv6CUttY2oUsva9eUev9XjWoWqui56IxKScJnsYrmVU9hZRrzSzPxIyB9RYPzqFa0zpHFnNu02c9sGw3Yz7IMY7gLsaEsKKeDrVjbFSgVaJyxg7zUhQPl48Lx+sAo36HZdGkLuUct4R55wXZKsbxTxlaadCAZWWcVkvJGaKPGoSksx3Ugc/I53DqIzTh12E/N5OyXrN+AV+bCiKrschlaTjyuR8WhP1cTMO2NblrTM17nUSpnbFboqKFSvpbwtr/lmngstpDMWhm0oCshjc0eoDflnMfVrLctZH504bBWxoIe3ivUm4+ZkTqQcaWyJzDZXQMEqxkxr0qwlMo7LiyEXzVjMhkY62arWMGqlbthENMuU88c9zlLRZS/3MtFAXyV/KnThj0WRDGAqj6lF+uByzeCRJSoNy9U+85crxpOClQpsbiuSSzHkuQzSc0V5FCive+KZJsSBaGmwqtsppF1UklXPDXBbSLcWyPg2BQkQ/XG7TXj7Qku+262JXgkBlBtxB7tUCup4LcU6WxWIg+1kW/ktSkg01lGhqA59FyrS3UQuE5ZHKYs2ZxRXmNyh6+c7HhUUlHTJc3JQQQey0w0nk6UUU14CVrIuTazxBh8iijZhlCqm6YbCJtzsX7Gy2c58lJt2V+Rtb+SHiYz4/9r4W4xUze0uaShVEf/d5Vu8nj/ilfiS/+bkN/jt6oCZG/BBedoVM1KQv3rwjHmds6gzXp2cAbCxKZsu+OW78wOUCtxfTDm7L0VPPDckRYeSaSGqQLmIuPDgh4RIUU0MZirYmXQZhFryI1i+02+N4xbTjdO/vb5OpE54vf+Eo0T0tDeSGW2IOE2udoayvp4B8EF1ytiU1MSUXzB0LVopnhLj0D7suro7jFj3s58fizCYN9tI3qCw6B21JOo0KaWLqbrnybN2VyD3dc3c93bFrSGQ4KiQVMFMtWxCwlALfu1b1W3uVwdcNAP6Hc/WdEVvT8umbLsS5Ui6YmHp806DXLJyOXfSc1Y+65IcPVftgEUrBsDai2zII4Xy1vDYU82uK31le7u465NkwcBUrF2GQ/GsEZ3xymYcJiuWNuPlwRnndkjhEt5d3+TlnsRqGwI9XfNheUIbDCfZkrvrA65lK3QivOq7xSGRdpQu5rLq88JgRhs0D4o9Cpvw6uiMvzT8kDZEPLMyPmyDoa9rXko9VUh41o66CU3G42rCVfP9O61/kMvHinrUNQYSRbKSRsLxbxkWL01569/5kPxWy6LJeOfzG+jHGaYW3rt1isffPRTTkAlEWgxQziqiC+lu+Sh0pAwxuQUt6DV8d/0KXWGcBMK2CA7IDax7/FbeoJDABxToShPaGLsXpGEQybXZlAqz0LgkCFozkp+nKylGooXBDjyjbycsX7HoRqE3gtH6nY9f5s5bl1xPr6QQCc+L5O1SQa7r28TUZuJ5+5XPeOfzG1hvWNcJ+bBmtc4ZDQuaJqXeZMSZRRvPV06e8GQz4mrdYzIqaKyhbSI+vDwiBMXXjx9znMi0ItaW/+PztxmmNesmIYssR6M1PzO5x29fvUxpY/7u3b/E148/p3QxXx48ZmF7/N+ff5mNFdpC0m9oZhnRtCJOPL/74csoI5zdECSmeHh9Qfi9fWwG1ZFor9uRI3mUEDS4LLAY5hxPl8yLnOajEemVYv2CZf2KE7TZD3m5oLFB8hSM9iSRZXqyEClFIVnTQQVC30Nt8BNhO1NrvAwriccy4QrrHmYe4caW4cGGOHLE3X3OOgmAap2mdhEBKBvJb9gWxCDX517S0jqN84rIOHw30XNeWhrb8LOQSlGrauEhq8wRKgOVgjgQem5XROtKi7zBanwK/c8M6zdq4r2W5arHeLRhfj6Vz4WWz5fpdYSMbglxI0DckYiaiFAakbAukl1do/cCTRMxHG2IjEzG1nXCepOJFnsVS/3h2QXjhELCvkLunlM5asPwkwhlISoDpha28uxNRXbSHhxgAAAgAElEQVRpiNeQ/1bG5roSOeyRIPwIkqr87bs3mB4uWa56uHOhVKDl97PzhOMXlzy7GnJ8PKeoE1prRGbhlbx2m2gnM4mHNWYihBdbRjRPe4L8y/2fKinyx6JIDgaWL8R4ozBNIC4C8caTXTqGD2qab8Y0wwm5F61wPYZ2KMXi8lVLfljQLjN8IqJyn4cdtgWQojcgrfhOn2NKJRqstJNedI7P7RuyW2q77ROdHaWY+8IW3dYl4sXrjoPcBIKSollt46MjhalkRBU0mAqasYwWswtF/7EnqgJP/qJisclJ9mXM61tNiGR8KQfALojH1AploT4M3BhuSI1l1WQMk4rH5Ygsalm3EpTgvGZdJ0yyknnT4zhbMTalxPFiWNmURFsmsXwtN61ooY2YwX558RY3kiumw/f4sNnjfnuIR/FxdcJ3q2scxCv6uuaPVnfITcNxupSCLoezcsRRvuLF4SX/5fGv87ce/PUuGVFCIUyHznl6NSS5+n+Ye/NgWdP7ru/zPM+79dvr2c/d79xZNItGGlm7ZcnGVghgG5IiBQkQCucPoEJVUqlKkVAJRYo/UqFSSQjJHykqmJgEDMTBYHYL41gylpCEltHMaLZ75+73nnPP6dN7v8uz5I/f2+8dBVMSYI/oKlXdaZ3u06f76ef9Pt/fdzG4RLKk04kw8DQsVLzymLXHJ5p4VqMrT7w2mCJgKo+y7/1mDRApz/nOVOLvlAdiIiXj5bHt4oP6DmNZ2hhUd2MxO766EL3mdrJkXDUGTf/4azlMCkl50CKXiLVrn3/zs7ZhSa0PbUoAyAEpj2qp9rUJ3agiafTAvrnARNqT6YquqtpEiA3jm+uyiZmzdJua6Vg5Hrk+VTDsmAU+1byY3+HN4hwzK2as3XhBrktyXTL3AgCXPm2lGptoOc0mPs5yPp4wdxnn4glp0xQIMLMZVnmmdUaJaOX7phB5ULnV5u/eXW/xRH7C1HXaZrxYWy6kZ0xtzlrJ4WM/kUY/Q+BCeoZp0jy2omUb5/d8fr8BzSL3eX/3Ht9YXOZidsbt9TaptkzrDs8Nj+hGZfudWdgUg2fuOix9SuljhmbJTpNhPfMdMlVxLp5QhIbRNmt0z/PzvznL87vett4qUVZyUsutSDJQe4pkDq/+/LN0TkSuNkgUwxs1PlEcfdiIgSn2UCpCEih3PH4aY5aSILHJhN/sV3HR7KFagLEKYDvNwW8DjkMDeDfdCBsmykthkl7pRnMp/5+fxxR7nmQiMgjbDdjBZuQK0VJTD51oiSu5KA+ua6J1gNQTf2DCIKk5e2UXXydcSM64WeySHKwo4w7Joybj2ym8EYbadQKqbFz9+yU76YoXLj0gjyq28jXka+6fDbFekySOKPJUVUQaO15/dMB/9twvcb3Y52+89UFsHfFbnnqTX377GQ52poB4AsRvEPH7r3yFIkT89ZsfZpgveLL3iBPb4xOjd5i6Di5oXpsd8pmdtzAEal3xU09+ibHt8u3FIa8eH1Jlksn7qYs3+EdvPissMOAfpYS+ZXJnRLojU8/sWFHsBaLFxugXUAclIcC9G7uo3EHPY5okItfx35cIOEXgeN6T2nEkKcloT7+3pkwjYUgRWYg3wpQC6H6NX0dkWwVxbFnMRHduDtYMe2uJH1OByhqSxhy5qmKMkhSTjamsk9RU1rSMcuXk35u4strJunHNY1dFQpJsXKAi4XT7laQ6NBKcJpVWpqbLCN9tYtya9zd/oNAVmHFM5ZXIIt7cFjPbJuIvbeI+N9FxavO/QNTEqdl1M82rTVtaEnIvTX2Jle6OfMlutuDVk0N2Rgse3toRUNmxkjARlEgWJomAfi1aa8mihvkzNXptGLylqYZQ7AQwUBxaqi3dSKqgPqzBKexCDtVViNGx4+ysR/p2xvB+4OyHa9H1n3QIsefe7R3wimOniWInr1kHfM8KEdrIgNJ+iTGe1aSD6ViZigwek6U6/t5JtX8jQDLIyTxZNzq1WOG2DNoGXKYxpUgwXKJwiW40xECnYSK8OBntSElHehN3o7wCp9FNy2MwyAdpAiEWV/NGv7IxY2ycrdI/LifSxywzcrKJGlZaCXBW3ggj3BBnDcYQSYSW+0MENhVphc3kAhItRa88fVqz+03Htf+n5OZP9vlKcplBVkqsTxIwq41qHeq+tP+YotmoO47aa0bJmqN1nzyq2tiwnXTJIBEt5jjpMoiLtkzhfHLG9dUeHVNTaonlur8espWssUGzn82Z1h1+av8LjHTBJeP5WjXk49mMRDk+0bnBW9U+t6pdrhf7TGoBQ96lTYyTJtWWQbKmcDHjssvfWjzHuWzKg2JI4WTEblTg/isHbH9LUfUVs6c8wcjY1RtFVMpF2sWGONGYSqYN2gbihUdXTTVr+b13sf9G3gKKcdVlO1mytKm8ny5i6ZJ2LG83VdINuB1ERctc+iARaOOqS2qsZMI2MoqOqVupwdymRIhEJnrXdckGLTGBzS1Svn28bRiXTc5w6SKWNqFyj4H1d2hjg8ajqYIhazTJwih7liFuW/36es09u8X/fONHsX99n5PPVLzvykPuTYf81NNfQivP3HdIlGPZSDMAai/pGX21xjQu6u1owd1KJgh1iDiqh21W8+YgkBrLlhK9WuFjCqToZBit6ZmC2kc823vAwmWkyrLyCbvxnJcXl9hJFi2Avl+OuJieca8ctRXXG/309UI0+5vWN5B4spOyx1naZS+Zc2ZzIu14WAwYNskbN6fbRMpz0JlxtXvKB/I77EUzHhUXcaimVCUl0zVJE5cgGc+Gvi7E6NpG5ry3N1N5vFEoragGEcncYU4cLtas92JsRxGvAvmRIyrkPZnvpsKmOgUdh9sKUGhMpTGFkYZMqwRIato8YZcK+BXiQEzN2jageDPgc2Cc7Gve0ER1yl4eTcXZL1nHkJ5oVlc8+X2NbewO8Vxhc9riJkk10sImL2UtLS8IW3rl0gl/8sm/zd86+wF659/g517/EP94/CyJtnQ7Jephkw4B4AQob0a0IRZyJe3UvD3b5Wja5wPn7jNe5pLnnTV+CSVRYEliibSndoa/eOsHeWnnHkli+dEn3uLmYpuXLt/h28cHvBXv8fGdm9TB8Le/9QG2d+UgrRUcrXptU+YgLnhf74jcFFzunvEX3vxBvFd86Nw9LnfG9EwpzbVOs7Wz4KOHt/nS/avEDVArlwlmvyS6k8HlNdH5iuXdftu+JlJGee/19Yyin0IuQE5vVZQkcu203x+Jm/OaXlZSRZZRp8B5zbyUyK/IeHq9QmrvawORQ+cBY+SwUtWGKHIsFxnBarpXZo9lEYBWwlCHWpE3hvmijiRfW4VWX99JhAG1Xrc+EaUCcVPyApBEDusMu8OFlP85w9J1xe/UmA438gUSqXImCJEXPAKol7J+i51AvFB0HmiSN2Imz0W4rqd3PWLxTC0Sizjg1oZ0S/a0EJTEqwaF0l7qtK2CxOOrpkCl0lCB68p6OakixjpnnOfMl40MzASyezHFpQaM9xy+MOhhBbOkea2Cpba/JsQeQWrb0zNB/+qRoe5Cte2xA4fbd20bou5YaRFsSoi6/YLFRYPLIzhNqbcqOocLVrOsLWIpzjIqIuq600YbogXbUWvKcQciL7F1TeZ1cI/VBJsIvu/l9m8ESFYB4pW8eOVl4wxGUXcVda7wsSFaNTE8iWymIYJyx0PPYq2RKJjCSA/7pre9YSiCaZjfoFozBshGtwHA6l2B79FKjmDegM/kdBIieXxbxRlEB6Qq9RhEK5qUi+b5M4hnIhkQ5kT+ttbs0LyU7FguKOPnpCBkemOLiQmErsPtWxnNAAxqyQ4Miqr5nRd2p2x3VnxydIOvmcvcXY7YSlctg/nuythuVNIxNcdFn8LHHKQzHpTiLDcq0DGGsjEb3V5ukRjHn7v3Wf7slb9JT3fYM0vKIGzjz09/gA/lNzmqBy0D6oMijQRknBQjIuUZxFK28MLwAffKLf7I7he4UW/zZ29/luNFj9oZ0S0mMvbt39CYMlBuK0wdSGYOUzhcZlA+oCuPLh26dijrqUeZRPr57w+THBDG9rjst4xCPy7ZTZYMmrivTbZx6SNKorZ5TBPoxwXjKseh0E1JiPNyaJEMTtVqx1NtibRrZAiPv7qJcRQ2ZpCs2U5WrXY5akpG3i3hAFiqhMobCieRZpKtHNpWvwSY+4w9M5eNmkCmbAuUY+V4Mn7ET139Ij/zez/Bx/sTPjy8xd75OYfRVMCh63Cn3m5f48qlvLWUFJDKGz4wuEeqa4ZmzW40Z+4zFi5rDwn78ZwyRCysMLLnswmATEBsl3kDiDeZy9O6Q64rPFI6MnUdPta/zpfmT0m6hMvoRwVnNudqdsrcZRjlJWpOF2xFSwyeE9tn3miEj8oBV/NTxrbLuWTSaqcB0fy7iBtvH6I6lqSzj3eauxdG/PuHX2YvmrH0KV1dtgcFSeewDJTkWc99RoxtZSjv9S00KT1Yj6k8upYDqCm9AE3VGONzTTyvwSjKkcKOrJALpdTJxmdSLe9j2et8DMSN8S3IgVbXsk+6LLRFBKqxivgI9Gbq1nhwdakeg90AdrcmehS3jHM1fFwhbGqI5+JdUAGyR5r1ocdHMq2T39t4OEphok8WXf7bd36c43mP9TpBqyDMaxUx7K2php5o0UxrtjxquyRME8k71uD7VtIftOP3PfNVfvrrP0hvuMY5GbNvtP/FKiHLK373E9/gtfk5AEbximtbEv/3wvABX3j4JM/tH7GVrHllep7z+ZT3XXnIzZNt0sSSRE4OlV7zg3tv86XxE6x8wqOqz6VszO998muSQW3W/G+v/BBKQbdTsp5m/PaXXuPWapvaGvp52ZYuudKw9zo82ot47vIdvrZKuXJwyp2vXqDcd6hSSaX1qtEhZ46dnQXOK0J/zeyd0XcMa9/Lm9ahYXdDKzkLQbFcp20TYRpbOknNYp0KeNaeEDuqQrN6Z0Dv2pTt7opFmUpmdVCtfMLXkiK1MT0roJc9NiBXNqJqGtuclyzeTQ11udEwa89ildHtlKxKqRAPQQmbvYzZ1GSHqlm3OsAsIvSt4BfVHBC1yI40CpsHbB6o+5rQ6MXXh01ahFWEIKx0Xcpr0ybw/JUHlC5iUSUcPRoKKLYQjzXuybVMFbyS7O4qQkeeKHKsqph6kqFyC1qMq23CRlOdHabCJBN51Ep+5+T5wNarsjCUFayjHCyecHTuGanTVsI8647FryK8lfQRAGVg8eBxMdju1xTr3Yzy45ZnLh/xaNlluU5FUmHFDBlSh5lE+L2KUGt0KgkkACrydPIK1xS7LM86qMgLcP4eb98VJCulfhr4CeA4hPD+5r7/HvhJoELagH8qhDBRSl0Fvg280Tz8SyGEP/pdX0V4rNkVJgJwgWYyjTegbRDZQilM7OKyJ+yX9PoFo07B3YdbwlS4x6EVeAHHknOpUJVsvgKaH7Ma1KqJgJHxoMseyxs2oDso2WRDE80CNKduTbR6rEHe6Im8gWgJLhWkXvcVLpXXpkv5GbOGagDFOcf0eTALcbV6L0kddRQ4vHrKfC0XbaM9h/05aWSJlOP+YkhATrO/8PADdCJB3xtANbcp/aikk9StE79qwNXLy0t0dMW8TsmMac1dG4YsM5bTostL23d5ox7yWqUxKuG8mfFUXHCc3+TZ5BGvmEvkWcXCpcxs1sbB9aOS0kvRwm87eJXfN3iV+zaiDpq/dvIxAXFGLiQMLC5N6T701LlidU6RTGWiEE8rtPVEiwpCQDkphlG1Q7lA8mBG6CQE888v+vdk7QKZkUKLCgHJaxfjgmrZda081ovu+2LnjJVLuFNsiXmuztp65K10Re1iKm/Imkiswol8Y5Ss6TSZvzaYFtBWPmLt4rbxcFzlpM3nv5F2lD5qwd3KJngUkRKNXJQ6ihCTBEeMbc10ffWY7Y6VY+I7ZKom13X7XPvRjP/4iV8hVpYds6AOEbGyZAQmdFm4jAvJGQAH0bRN/JjanHdWuxykM+6VW1zNTujrgqFZc1L3Oa77bb02CKjYj2dtCstuPKf0MT1TsPIJB/GUIsRtjOHtckci9lyPflQwilak2vKo6uNRnNgej6o+T3WOOan7xNqSNabB3JTkuuJ+OWqbDB9Vfc50V2q1kwmTusP9xZBOXEtO6TRha3/Ko7M+3/j6k3zwR+5xLplIWUujvTYElj7h3VvuyKzapI3v19o1pZODvQOXaJQLYBT5cUV+BHU/IpnVqADTyxmrQ7mAByO6Tv1WLubjDiKXSBq9cWPg8XFoZW3tTdOCatj4K+Q+fBAmqgHovskojh7FLWBWVh7jEIAtkjlE61wpVhccUZOLbNYiV9v4SdKxsHLLk5wbj3LiYSkXaRNYLcVFfzru4Uc1tpHoHDzziKOjER948SavPThABYU/yQi55c2bhxzkMz721E1efnAegOkio5PV7HRXdNOK57aPeNiQEd2o5EExJNKO0htOqh5PjU54+fgcH9h/wMs3L2CvaF4YPqCwsTDCQfFo2mOZVbycXuB0nROPXFtFXwfD54+fohtXfODCfV47OuTspI+KPJ+78z6Wi4wktfzA/h1+afosbhpBHJi8D6g0X71xhVBpShsxfP8pp6c9hpeWAv4GmijyXBiKHGRtZW/Lnz1mVSY8TL7zgPderFtFYLuzIlJyGPFBYTsGP1RtTvnF/oSVTSjrBjBqT7WSBIr44pJzgxmLKiWJLJt6g3VTdNVJapzXrKuYqo6IIseiSEUaqAKd2Lbeu026kEoEBG8mCHlStweblpGuYgFvQfxFIZYELYKScrC+hQ24K4xUxDfYxBQCkrWVw6MuFS4OrZEvpE2W8iRuD6F2aPn2169IaYpV7F6YcmIH4BT1NmBF7uGXMSHTBK9wlYaOoq4iAcgAOlCPmka9prhH6QCpaIDVpnK74/A2otxqiMIA2gU6j8AlhmQGxVo3VdrNy2xO4koHVOQxkaP3Vof8yMt3O4H5M5asOXwc9ufc85rqLIPY47uO+CSm3quhNGRbBc4pTCzrMklcewjwXtHbXgmp+hsJkoH/A/hfgb/0rvs+B/yJEIJVSv0Z4E8A/0Xz/10PIbz0Pb8ChGGteop4HVqwHLQwHaYOxOWGeoDlvmb+vporVyUXNTWWRZ0QKiOFeZ3QOKnl50PHy6dhlZhGEOOJbnRrQUlsXNACgqOVAGWfNsxzDWGjdWl27mAkVcJUinjegOOYFiAH1UgsDKCh7ipcLBu6KWQEGYz83XUvYLZKGYeMDL4QKsUvpRXodNJjb0vGbrH23JsOqWvDVn9F3TTtHS16XBmecVZKEsIgLphUHS51zlj7hI6p2EvmnNZdYuVY6JSFTeimJcO4YOmSln0sfcST3UdMbYer+Skrn/Cri/eRm5I/MPgmuUpYhJoixPzj5TOsfMKkztuw/6VLibTjrMq5txhiVODt1QF/cnmOD/elnnkYr1nahFWcsCoTQqmp+7BCtIWryxZ1MyKZgQoBVVkpgkkiaTfUjS7RWTAata4g/XWX8m/62q2cYVx2yaNKEiicbsySisQ4epH0lHdMzaiJBctN1Y70L3bOuL7cY1zmTCsxr0lN+yaZJBApJ9ryoBpzXpNy0SSUaAKzqkMW1fAuYN1tpBSptvjmZLdJW4i0wwYxxYmR0NJVFRWixd0kWcx8RqIcDtXGlVWNXGCkV9ysdlm5lHeU56n0iEwrDs2MJ+Njjuohx7WY1zSBvil4Oj2CFFyu+ZXZ+3g+v89eJOt74nLqYHi284AixKxc2rx/cGa7HFfS/nSYzChD1FZzP6hHgLDMmsB2tJRiFGU5iMU4eWO9J6BXSXHKU53jNrHlzHaplRwQjiuplH5UCJsRK8+lbMxJ3ZOcZStTk05c040qPnblFjZoXjs+JPtmzoU/82v8zP/yaf74j/0dBkaMjDSThIEpqN4VLFs1dd7/ghi43/S161LF9IlU9itH2wi3IbaVA1MHqn5KnSvOXgiMnhoznXXxTnFhd8L967lMxhSEvDG3NX/iBvz6JlN4szcqJ+TFBihHC9Xul0Yp6m4DehtwsJFOpGcK25G9d33JQuTRtcHHCr+JlOsEdKkl6rPjCYUhXjSelAAultcY9Wq8V7j7ORhgt4STFF0o7G4tZq4mSvThwxFmHHNnZ8i1/VNunW5TdxyH2zPuPdiiF1WsXaDXKXl2+4gfGr3N/3X74ygVuNifcLkz5ufefonVtMOnnn2b3VTSf07LLt+4fQmlAp984gYv9u/x4g/cawp+LB/dvcVuvOBn3vg4e8MFAE90T4mUZ+FShtGav3Hzg7hmUnhKTlFIcyaV5hMvXucrt65wYW/CybzLpewMtzb0zi1YzjPqXSnFcJUmG5b8lef/Ev/d0Wf5fPUkSgW6WUU/LSUu0pvWF7FJddjtLXnz+7BuI+252j1tZWyprltp2iZLvg6Go7LPtMyYLDvMHvYxC03oec5tzejFpRgAG52xDwqVyHNvWN/IGIpS2tlMJPdnSS2HhLhmVmRt4ysIuBagbKia2E2jPWUd0UlqZrPO48AAZD1udLwqbeQWkW+mLwKEheptJuEe6pGj3mrMSU2TXXo/Am2ki0EBzYFUrRvm1ipUpTm9vk28L7K15HZOOWxSBd4daOB0q2lWHQtTMeyFxKNQkpaR+FauoHInOuWuk7KT1LO8JN/x7ZeVTKuUTHJWvdCkeDgpNPENUvaQ9Cqu7Z1ytOhx9kSHYkfyqhvfO8Vph2o0I0KufUS+TSw7/KLj6GMx4ZpI6CRRBpzTLRgOTTqDtQZjPM5+7yKK7/qTIYTPNye+d9/3i+/6zy8B/973/Bt/nVvcrTn7kUJOWZVGN7FsIBtpUI0TcmBJ+hW73YLUWGk2UlKdjFP4xKNqMXeE5sMg8qhFhK7ERU3UuK0JbQyRy4Joi0uNb/RmIZUTms+EndgI6DeaOOUhvx9IFgGbKdoeyoZNUbaRjsSyMW/Y6WAUTVKaaJYNYtBzESazEmGTulYfVs8SVrk8YLe3xHtFt1NS1sIOjouUnf6Sd852WoavF5f8oYNfJVGOh3bIr86e4ajs8zu2v8UvT59lXmeMkjX31iM6pmZlE6JN5JWWGK3/dPf/xQNfKq5wITrjdjM6/4uzJ/l0/haFj3FoHhQbDemmKEKSFyLlMSqwrGLGVc4fO/dLvC9e80rV583okNt+i3mZMMzXFP2Y1VXItgrsOz3iiaF319O7V6GshxAIsVx5fWxAK2lL1KAXpTDM9T8/sn4v1m5mLJe7Z5yU3fY9TLQwLmXzRdxJl3SMJEbE2nFW5/ig2UkWnFYCxjagumsq6qCbz8STRTWJtixdgnYCoDfmvI6pqXxEYWMSYxsTSdSC9JVNWk36JhbOB03agGcfFLvpgh2zwBBagAzCflchpqsFpOpGkDnxGQZPHSKKRn4xjFaUDSMa87gq+4OdW9ys9gB4bXWe07rLK8vzbb52x0ge7NTlXEzG7EUzMl3zdnFAHQzb0ZJdM6cOhjPb5VI2ZmpzzmzO5XTM3GXkjYbYNTrmWDluFTsAXEzPmLpOa8B7pnvEvXIk7Fuj4y6a7OaaxqSlArHy7KQrzqoO3ajkpO4xjNY837nHG8U5VlZqu/NIWgF34iXFTsy9H6q5/ZEX+Z3X/hl1iHDotiZ8c/NNNnPWGCH/RTnJ78XaVVuWkx+sicYxuhQm15SyZyVTwfbVlqI4XwsrtDRMpl2CU8SZZVGmEqmVQj3YZMCL/lj+WHlOlwWRVFhIZo1hOgHbay78g0A8axi5IJpfGjC9iX0LCqqB7L3VCyv2hkseHQ8o9rzEfnYc0VjyWEMskzhfK+q9mtorGc9W+rGszmr0UQpKJBl2FWEc2JFoJf2+FI0AjE/6+DQwvjtirEZNtbHm3v1t9DTim6fn2crW/DuXXuZnr3+YSZXTS0p+//l/ytcWV/j7d5/n333yZf7qqx/hSzev8mNPvcEgKvj8rad46fIdro93+crdKxw8Oefv3niB/cGCXlKyrBNe3LoPwL917nX+wf3nADno5rri595+iTSW730W2zZ1oaojdLfmy7eu0OlU+KD4A898BaM8UW5Zr1IZ8zuFW0SYvqzF3/faHyTSwhqvrUiLamcw2jMr5EPtJjW9RACmJrRlSO/lug1BYYNhXOVikNRODL1RydrFnBTd9ueKOmJ13EU5STjRXWGJh40MUGNY1AlFHZE176UGaq/pJRW93QqjPPMqbcmJLLKUNmLUWbOuZd+rnKEXV/TiimmZUdaRaJmb1/xo0mt0REGmLI3sQCkIpSZY9Vg/G8D1HK6rHgv2Q0PUxb5N36LUray0Gm2IxCAMNUgUWi7GtmTbEoLo4+dnOesrFUaBW0qDYO/lFJ/Id7e8VoCCzrczVs+UsDZy8OxZeY2FQXUkMpClfOd2fi3C5opqID6rclumTWfPQ/5Q8FswELYqWEeSMtGAc9Ow02sbc2EwYxyPyB8qsrGn7iox3u6V9JOS1x/s451BrUVa67PAw09q6r2apDkobwByCFAVschcIt9KcZzTmOi9Ne79R8Bfe9d/P6GU+jowA/7rEMIXfr0HKaX+MPCHAYbnOvz4c68wqTsMopJIOyovzNlp2eVk3SOPKx7O+3QSOTGurSxOrxVH4wE7XzVsv7pqG/OCkRxl2zFEKyu61SD3bxhfl2rqrpafS00LbkHh0sahmgrLoXwgaHnOqJAPI50GtA1UfYXtCkusvCyS0CxeXUHVD9gnGjG98Wjj8Y0OKjhFKCJ0xxJFDj0ssWWE6zvMLCI+jViOtwCYHHaJHyQUa0Wx6+lcnDPsrhkvcjppRVVJXudHB7cA+LnxRzkue2wlK4wK/MLJS/yXF/4+c5/wKwvZcEsX0YvKZgTvKV3Em+t9/lT1O0i1Yy+Z8yjpc7PYZT+a87t632bPpEz8CW+Vh9QNS7bRvm7a3DSyqSSRY1zmjNFvh3QAACAASURBVHTJf/PwR1m7mDpojlZ9yjpmVaSoux06c0U1jUhmit1XLPFMKsRdJ8Y0IFlZj1lVUhnuPUFrQhzJZ/t9Wrv9w5x+VHAxPWsLLTJdU3v5d6otk7rD+XTSFmuc1bnkn1ph3S90Jjzbe4gmkDXsZh0Mx9WgfV8dupVlbN7jmc3YNUuWpmm1U55OVgnb3GiZ46Y5L9WS72nwTWtf3CRdaOa+Q1+vSXDt7xYA7Dl1Pe7UO3R1SRWiFgwPzZKp6xIr26ZhzH3WgupMOUZ6zafz6wBcTR5xNZqSKph6w+vVAa+sLwLwzdlF5t2MZ7IHnNgBC5eyFYkUQd7Dmt1ozsvLS+wlc3JTMbZdjPKUPm5HzhIBNyFu/q5U1y3YBrhV7Ig0JSpa4Lp57EbPDLQRhtYbDuIZt8tt6mD4R5MXmguzAAePovIRK5/wdO+Ya72TtpFv7jJJ6TAW18hWNvnTBHmvNrfNVOG9Xrudgx4fffYdKhcxSNbtNMIHxaN1j8oZEuM4nvVYL1Jo2sbivMYYz2SWc+5TDzjszthNl+wlc1YuYelSvj054EJ3yov9e00CiUTeTV2Hh+WArx5dYlWkxLFctKOnS7KkZrlOSRPLapmSpBZbG7xTeKvJehVKBS5sTdEEHhVbrf6YUjeZs0JkuAwpKOlo1OUlUeQp7/bkwhoH9CTFZwFdCHliJuIgjCcG2/dwljA5FWKgd0+zuuiJ5pp623L+/Jj7t3dQ8wh9UPDgrT3y5+/zs9c/zLBT8Omdt/jZGx/ha4sr1MGw313wf7/xIaLY8pNPvcKr03NcyKc8sXsqBUllTJ5VXF/s8qlL73A+m/CwHPC+/IibxQ4fOHefX7j9fqwzfPPsAk/1T6iDIY0t6zLht1x9i6+fXKCsJaZMqUCSWQ6Gc46mfUbZmp9+5ZNyrfEKpjH0LdGpkZz9OKDudFg/XzI+6QsIs4p4u0DrgNaBrZ6wdHkse480cv4r7bv/2uvW7Iz4/J0nSSIrEgaviGORXozyNf2kpLQRizqRvycT8XucODqdigenQ+7c2UFnDqVDyyTPkLIbk3ghrloQGlBRkAOYUygjGcjeanTkCU4TKs1J2id4AWS+iNrphW5kC8FpIcECqKUm5E4Y5axZt7Y5zJXNYa6Jg9MLyXsmkqQOlTXsrW7iEDUkY0255whxQK0Fu/RvahaXpBWxcim+7ygjT9yp2R6smC47+ElC95Zgn+X7SihNaxxcH3r2fiXBpTB9Jshrj60EHzRmODWsiIxn/JlGRnIqsXIhCSzPGQY3QpOeoyi2JVXCq4ahHlX4dYSbJehhKe28QYyFySxw9Al5A0PqOdyeMSszenlJEjlOlJBLYZbgL69hFVEtEwiQ9uW5glckmcVZAcXvllhskki+l9u/FkhWSv1XgAX+cnPXA+ByCOFUKfVh4G8qpV4IIcz+/48NIfx54M8D7D63G2Il5oRxlXMumzKKVrIRaEseVUyqnDypxSXsNbudBZWPOFl1saWh+9ARzQrUck11cZtoUVMPU6K1wyeaatAwkc0oMCpEWzx8bQLey/FDKertnNVhgi8U2oG2nvSsJn60wg0zQiTMtrKeehhjCs/yIGlYkwaIa9XGvRHAVIpqFpPsFNTrWL4MyDiEQU3cL9E6EEWedRXBIpITZtPdrquGxX6UYIeeeiQNVaujLt0rFbY2zOsOUew4mvX5XPwc41GX/2T/H9NXgb8w+QhvLvdJjeVP3/kJ/oODL2OU54/t/TJ/b/F+Xl+cIzWW+6uhjOyb21nVYe3iNvbqH0xf5CP7v8LK13wkCfzSfIeL2YSVT6h81IwdE+LmZJ9GltpJDeqfO/7RxmSlWdQpiXE8v/+QWZVx/UYP5aB3R9G770hPa6pRLNMAE2HWEcm0wmeR8H2JgrIW9lhrxAX/L7dh/0at3Svv74ftaNnGlm2KIbTxxM6hCVzsnrEXzbhR7nNad1uQtnBpWxJS+oj9eM6N9Z4cTKo+axezdAkPl4M2agikrMUHxbXeCWVTGKKV56zKeWV8SGWlMcxoz0G+4Hw+5eFqQNYYNDWSwZwZ21QBy/ragLWuLika8LjyEmtWhYiuLhnoNVUwdHXFg3oLF8QAVwfDNrBtFu3z5coSN7ri82bO3McsVWCkLYfRhLf1AbeKHVJjGUYrRkYOc9vRgm8tL+LQXEjPyJTlQT3iqc4xY9vlIJ7x1nqfC+kEFzRntYSfptpSB8PCZaycmLF24zlFiLianfDy4hLDeM3t9RYfH76DQWq3Vz5t5BkOF3ST8e2xQfP2el/0/8WIuU1Z2YRRsuJiNuGoHFAHzauTc3Simov5hFi5Vmc8bVroMlW1CRdLn5KpilyXJMpRBdMaO9/rtXvx/cMwLTukkW0lQx8e3uK1xXlmxjIrUp4cnnAun/HFN68R1hH53pK6Fk2fNp6Xdu5yKRuT64qvza7w0cE7fP7sGQ7yOeMy5xdmL5I0GbFaBTpRzaJO+CNP/SontchnVj7h9fkBt6bbnN+eUjtDElme3j7hQ4M73Cp2GFc5lzpnpNryldMr/MTht/ifXrvQ/FG0iUS6UoRoI9kLorV+kFOnHu0b07SXdlWz0jJdVOD6ToBKKbnPun5swF5d8MRTTToGlxoeHI3AKqL9Ne6og7ZQ2ogPHtznXDblr9/8MGkspUL/dPoE2+mSD16oeONknxfye/zD28/y4wffQquLfP3RRaw1TKc5y+6SN0/2JW2hNtzc2eGl7bt8YnSDN0/36Gcl96ZDfmz/dWof8ZkL14mV4435geTxBiV5vHWEMZ7brx/wwx97jX9y8wl8AxR04hjuznn0YEh2oth9uWJ2JWb8A44nt06ZTLr40qCswp50CF2LWkbc1/IdU11Ld1CgVGDUKQj/gknIb+a6zZ68EFazDJtXGOOxDZu7tgnTaQ5eoWOP1iJHUA1j6b2Wso8owkUGv4hlKnAmpFRyHJGvhBSLF41e3sr6sh1ZD9NnnUgGQKLG7qfkD2SdKS+s7OpQsTrviJqKa9cRkJueKVbPF9BEnn2HgUyr1sAXmv4wVUicom9ANJnHpA63aAA44FMvBF0pjKtPHzO0y/OBdCyeqdV5j6qEsf7IMze4vxxydNqB2LO4JpXro6+m6Dpw9kEBqqFnefSDit5bMT7xjF6JmD6rUP2aYDWmY3GzhJBbQqWJuzX1SEgAnTjWSUT3foS20DkOLC97wkyALD1LKB9Lz1CB6TojNlIOcvwpK6838Zh+TVHFPByPoNEVu0IOtaZfE8cO52NU4ghWU85TyWwvzMYPiE8d2ogMI47dvxRc+FcGyUqpP4QI9H8sBPmVIYQSKJt//zOl1HXgGeCr3+35Sh+zHS954Ia8s9whj2peO5Emsq18TWqECRukBfdmAx4sB8zXGXVtUKsIFZqxfLdDNCkInZj0/gyc3N8BQjcD7wlJhE8jAVkNQA5ao5wjPlnQdTn1QMLUdeVJ7s9QixX6bCY/n8SgNS7fY34xwSUbJ3YDZhWtuU9GGIF0d00nrekOFxyf9Ukz0S/lacXpuId9V2LFxoASjDzWrOXJkonCLw220V3ndyPGy1185glxwPdrBv0VF/MJbywO+B/Kz/IHd/8Jf2j0VX4tu8Dnp89Se8OXFk8C8POzD/HOapc6aMo6w6O4Od2m07QN5VHF8brPdrrCoziXTBl7+NzyfdxY7zGp85Z1m9u0zeGd1RmrRm7QjasmY9JQ+ohHazkBHuTzNsdZXV7hv90lnQSW+4b7n0noXppLTWgVYUtDdrNL73Zg640VZlnJZ5bGIsMIQWQZ34e1m6qaj+Q3OHU9MlXTTUvu1DvMXYc4WrbFHJmu2Y4W9E3B3WqLo1K0uj4oMJAoy2ndpRuVPKr67CSLFrRey08aPbln6RJKF9ExNVuxsK2lj8h1xU68pB+VLF2C9ZpIey51ztiKVhwkM2mys6JzPir6vDPZ5smt07aNrm70snVjDDx2fbSSxIfdaM6rqwsSkaZtmy+8GzWg2NM+z6EpqQPMfUzWII1MeTLlmfqYIiiuRSv2Bt/gYbfLzWqX6+UBY9ej8DINuZSNeVCNeHu1z068FCOqy8ga7fvV7JRcl4xtj1RbHJqFE7C7FS1FghE0J3Wf7WjJWdPkdy6ZttnJw+YgrpWn9olUjHsxl6ZNMsvCJpjGjFnYmKd7x2zFK4Zm3cpGPjq4RawsI7Ni4nJ+dfI03z7dZ9Qp0CowTNY80zvmyeyYgV63a2fmMoqQ/EtFwP1Grt1YOf7gxS/S1SX/+71P83v3v8LfOn2JL75zjV63oKwjvnznCp+6/A6ffOYGLx+dF11mVrOY5ERZzY3FLj1TchwGbCdLXlud51r3REbTXSmHWTmpC1+5hKOyzwfSOW+tD9AqkDdm1Cv5mMxYbs+3CEh81seGN4mV47n8AXmvpG/WjG2Pf7h+jv/xC/828VJTD8LjbPsgXhJllbTkNdK57afHnNwdoa34T3SpJEWgFNaLgBSNDJ3oIKcR5Z6TOFBE9mHzgO3KvqseJZhSYQcas5LnrJzhIJ3hg+InLr3C5x48y995+CL9pGBRp7xx8xw//uK3eHN9yO+8+gqlj7m12JbyicjhMLx5+4Df89I/44vHT3A06XO86OG3JLs7jS0v7dxjEK15e7VPrDyH6ZQ7xRZP9465MxmRxpbZSg7pzmlC3/JP3rmGrQxpXlOuYz565RZ3FyNU7FlectT9GNsB06957fgQXxk696LGMxMYfS3BdhTTjxf0ButmjC314LXXrR76vVy3IJ93XUXUAQ73pqzKhO3tKZHyvHV3H7c2qDzQGRYcDOck2nGQz1jUKUemz4N1Y5gtND4N6JWhOrBUTXsbVrdVz6qSyFWXhsfVx0GBCawv1thuRHqiNoEULK9YzLAi7MqJIAQBwMtRIkY3j8gNfCPjDDSJWRI9h1cS1da1IqlIvBj6Ko2PvDTfgTC2y6g1tEYrRR0rfCMl8LmnSGllCXhIJoZ/euOqsOC9Gl8Z1FoTtismH1H0Xkvpv22oBobi0KJLzfKqI6jA9H2OeE/2L+80cWLZvjrj/sMtdOZwTpMP11JYEhTeKeq+YnUYqEdOWhwVcpiNZRJRzxLiUUEnq+lnJZN1Bx17XGEIXcfB4YSTsz6TcRcdixZ6cdQT2UlhcGuDdwnxbsHh9ox5kcqEpYqZrbvo1GGacpjQRKFqHXC/2RFwSqnfBvxx4IdDCKt33b8HjEMITil1DXgauPHdns+jGERr6mCItOPp/Ixx1eX8YMbN8TZb6Yo8qsijqh3hz9cZzmmiyMnCDuA7MXq2Rlc1TDzEkWhX5cUJwAX0vEDPIaQRdpSjrbTu2X4X5QPxWYFZVqh1haqtALI8A6VQ1hHiCJwje2eMrkZM4pTleUUVSdOTz0RvxCZns9IwT4ljx7JMQAXRhQVYLVJpi9lo57Vs8r4TUKWUnmwi45ZXLcmJIWpC+n0M6VihnZHEDCLqHympmzzNpU356ePP8OnRm3w2v8HLq8uUPiJWjmc6D7kUn3Jc9SUqrtGxPjU6adrcZEENkqKt0L2x3uU/H/9uMlO3dccbo9mmXc2/i4nb2Vq1OcD9uEDblH4iGZbDeM2VfMw3xhfpdQsmTxmWL5VYq0mQyJ33bz/k3mrIIClYPJFyezLi3pe32Hk1pXt9hioKVKsF/96Ohr/Ra9ch0oSx7bEXzXloO1Ki0bCIU5eT64qH9ZCjWqrC76y2Wt3wXragoyvWPuFKdipJDT4W2QUe32iBq0zG+rmW74BoXlVrsBOAF/Ns7wGGx3Fum39Pbd4mN2jlybcqvqXPc1p0+XZxgd1I6qinNm+Z4cLHbVTdUT2kZ8qmMjojVo5z8YRM14xtr9XedpVl7g25cgx1zbYR4P3Vssd5M6evazSwCpCrwLPxkhfjFb3+Eb+47lKHiJnLKIk5l0zIdSVJFO9qxauD4aTu8WS2wijPxOZtNvcG6AMcxFPqEHFie9Te8IHunXa0Ghsnj3WiD9+KpDp85RPOp1MWLmU3XbQmShcUlTJE2pPqmjdWhzws+mwla85nEg+3HS3Zipb89p1v8ZFhn/PxGWPbY2x7fO7oWX4tXOPDO7f5YPc23aaBMFHr7zDzvZdrV9ZHc4gxNV1d8sOjNzk+7PPmnQOGoxV5WnFU9Dle9oSZA1ZvjWCvIstqLuQT3l7ucZhJgVDH1PzdWy/Qz0quDk6ZVR3uLwac70kjKMCvHT/B8XjA0+eOGSQF37wvjPALhw/YzlZkUc1usuRmoy3vmZLSi8Z7GK35/U98mfqq4a9c/yjF17bF6xQ/TssIRjwg0Vp8HWff3oG+E11kHFCFgsKga3CG1mNCgHj22Jm/IfhH31ZMngutTE852XvNbQGk0Uox/8I+k9/1kIudM46qAS/t3CPSjl97+AR/5NoX+ObgUlt5/uZsn588fJnP7L7NXz77CABJWrO/PeMb44tM1xnnt6c8NzriF28/i9GeD+3fA2BmpYmyExVcX+0xr1PSjuW3Xn6dn3/9g8SJyPaKdcJoW2RG0zrHGA/zmO1kxevlvtRRJ4G6F/AdGWdrFajKiN4npnxw9z6pttz/5IBvfekp9j6XMruWoV6coRtzW1HF36G3f6/WrTECMDcJBsfjAUp7IuPZ7qzkb2tMW6HREV/tnzKvM4ZJwdFKZBHxxFBvWeha4k5NVcRSUJFarNXYOiKKpYRDN5XXoTaknRrnFPWqMRddWVFebdae10SA0o0Bz3iJ8vQK+jXBg5/HmKnBDSQGLYTHnqdN/4I2AbeIiAcVtjJ0Dxaslil+GQk73m1SJppoxWgpgL56V/rW8DXD/KoXgNzcV/cC+mGGjqWhb/iWYX5NTIPKBBbPVkQnMb1biuJ8IGxVhFVEfGaI54pVLybOLN7J4e74TKZBGyPfapYRpQ47jyF1FD+0xhZS2b3RBdvK4K3GB9BdSz1NqecpsygX38Cmwa/SzNcpfpKIxGMWM3rijOk0xxcRyou/IBDQb+Uchy7l+RpMwGSWg/MTuknFjVv7JL0KtEcrcFaKSL7X2/cSAfezwI8Au0qpu8CfQtypKfC5BqRsols+A/xppVSNnMf+aAhh/N1+hyZwY7XLhUxiWzItzOSyTnBOc1p0qZKo1VA+MRjzKOkxWXewTrOuFMmkRN8+lrFFNxcgqzVEDdM4maOqmhBHhG6GWpWooiaerQiRXKTMRAsoBtG6VjU4T8gSQidBlRacQzkHxgjIzg0uFcNL0W8W7UDGIlmnolgnOKeI8/px/3tWY22z0awTsm5JWcakaS3aPyW6upAH6sagBmBWwpy02udCckJdJv0m9SCQqSDJETZhK11xWnb5B6fv58vza+wlcwbRmt8z+gr/5/iTfNEJo9wzJXeqLfKoatv2RvFamvuMpXBRqz0eJSs6RiLldqKKWDvurkYk2lK4mDyqWo3jjfkOpY3oJSVnJud8PkWrwMPlgEiLmSo2jsvDCU9tn5Box93FCB8Ux9Men5+Jy/pTl99hZRMujybc+qji7mGf9KVtdl5x5A9LdOXg12GS34u125Zy6JKRWVKEmK6qGNseB9ECHzSnrsdrK4mHWrtEKqK1o3Axqbb0opKnY6nsnjgZa87tY83q0KwxSD71wmUMzYoixGSqZuVTRKoksqQNWI6h1ReP6wGZruX+hp3WBHzQXOuf8lR6xNdXV7iYjMlN2eqOM12Ta0ni2IBmFzSxcuxGcw7jKW+VBy2rrNnofDVzFPftkNjK9ylTNVOfkjcnvkw5pl6kHn1lmYc1LvRbqcK80a/GynGt84jSx2xFS24WuzyZHZPrsgH1HTq6wqFJqdtDQ64r3lofcCGdoJvXd73YZytasRvPMcrzyPbl79MVBs8ZisupJFlM6pzSG1Y24Ye232blUsoQcS6eMPcZddDspEt80CxsyqTOeVAMZP8ylsudMbFyArqTMz61d4Mby13eWuxzfbHH+4f3uZyeNqUp/zyr8V6s3bM65069zdenl/mtu6/hUHR1yaJKCVbz0sE93pzscbrOWZVJq+mLry4ozjLmj3pUhxFX8rFo6Is+u+mCjxzeaSVEB50ZD5d97i8GvHzrAv3Bmv3+gg9dvsNWsqJnSq48Nab0Ea9OznF3POJgOOcwm1F52fMnNmcUrYi1o/aGqc2Z2Yzp7SFxEkiminKrielMQpOd6sVwZJvEi16N6kNwClcmJNsFlcrQhcb1LeZ+jPIisVMWQurp3pK1aDsweEtR7IpBSmJKA9FK5u6mhOolOVCdVj1ePj3PdJ0Rac9nL73B3Gdcysb8lesf5T988svsxHIg+7v3X8Bag9Zi4Hr/9gM6puYgn/Glm09woTslTyvKOuJXb10jS2t+8uorrF3MuWTKnfUWLwwe8M5qh1+88Sw7o0XLJNvKsDYxn75yg73Lc37u9Q8xujTh7736fjr9QprXArBfopzi4YMt4k6NPc04fdDhlyc9/EnKD3/8VexOzfQnS9Rrfbb/apd7nw1cffKI8TJvDbDv5br1XpHkFeU8pbe9YjHO6W6tMdpzvOhhIkfUd8QNwL17OuJs1WHYKZiuM9G9dyuiZwoy7Zmf5ZTTDFSgrjT1IiHfXgEWrQPrSYrOhJHsdEu8l0zkpLuRexhsGWEaw5xdxm1yRdKr8F6YV20cLoiW2I0s8aOYeluSLVBiiNO5lSi2mTxHmtWMBivRm08FLL5bGx1iIdU2STIht9Bokm0O3buaaiAmWddpzIJNPGO80iwvBnzuiBMnk+3BmrIfMdlLodKEwjB4I2L2fI2/YtEB6mmK6desV/8fc+8WY1l23vf91mVfz/3Uraur7z090zPDJodDDSmRlCkZsmSLki0kjq0EDuDAD3nJe16CJA+BHwI4L/FDAji3BweyLQuSbUoIZYG2RFEUr8MZ9kxP3691PXXuZ9/X2nlYu85QkQ1MAGvIDTQKVV11qurUOud861v/7/cLnC3Pc51ur5djzmgfvkVqS5F61KlGtktHzWhX680NtaBceS5jXUou752yyH2UrJktI8pMk5y0wLPIpcL2KqaTlpOvALVnCQYZcVigL1tGTZ6+/b7P8qrkaDFg7/Ip5/fG7D/bWJv4bO345R/1+ih0i//03/Hh/+3f87n/HPjnH/m7N5cUNa1mGOmt/hMOih5ZM5gXBQW+NMzzkNJKfGW4f7pJWSrK7MOFWUuBCHzXPQ5cHKLWEpGVLoYx7GFa7o4xLQ+GkVMZn+mocXGJs2N7lVWu+pQg5ykiLbDtCDtsIUxznBFo8p4LrIejmmAC6ZYgCxQibLzuQUlefxgUV9KS5q5wrgq9zp/JZuqyTjUMSrywRGtLlvjI04aTnDlsXdGvqVoWkK7LXLtoRrFZ8cpgwlHa4ZXeMcvKXxvV5mXIsvLp6pz//fSLLConbsiM5n6+hSedkCILHJszab6242X0/ZpR3sKXhqRyBAuASBVIUbMVLIlUyePVkKwRVwybYnpRhgTKaba1cDSSV/rHTIqIpQ3o+yl9L+WD+TYtXdAPUkLtNKNS1GyEK751cImL/akztnkV0fUx83MhI9mBT8ZYvyY8EfC9P7ce/8LXbo3gh+nFRojhVLGLOuKg7FM2mLJJ1SKQFfMqJDUeSeVxvT0iVgXLKiCzXkOL0GurHbjjcEXN0oTrrvHChM6EV0uWfFhIS+q1qQ4glgVZQ3/oqMyZ6uyHnZ/MemRGc5B2MQPBF9t3eVBs05HZh6QKYYhl7gxx1ue47DhmchmzL/uMAve+J0s2vQXbesGJabGqfcpac1x1eT14DkBf5oTCUDRDhYqaUBrK5nTzSdllvxywpRd8kO2uf6+Tos1J0eZi6EgV2/58nSE+KrvEsiBWBW2VMalaHBQ9pKjZ8ebciI4wyLVV74zTbGvB83LoOvZexXHVcveX9djUC3paMa1iZzmUTn99Ntx3L90htx6XQ/davp/3XfQj3mdhQ95f7RI0OuzH2Sa2FrzIB6wq15l+rXPAqGyvb2taxkyKCPiD/+96/AtfuwMv4Sv7t/i7l77BSdWhJVvcTvY4XbSgkDyYbVJUmqpBTda1JJlGbrCrmbIfeis2vSWJ9al8N0OyqoK1Zv32eJejJ24Azh8rsjrg/mbHIZyUKw6FtoRRQZ75mEzxNPEoreStradUVvHVezcxMx/RqtB+hW0Ks+5dRTi2HP+0xZs3L862Qdclco2yO3tImaV2L8i6xjxtoZvPpdYU2xXxE4/g1HGa5VKtKR2riwaVutv3loIqwhVUHYssBfEhpPsxXIXvn+4xSyI8Zais5Hfu3uLNi8+5HI/58uXbvMj7/NHhddLCI019wrCkaOQPf/jkJQB2eguu7Yz4qd5j7k4cHebW+X1OG2pDW+f81vM3+MLOQ75+cp2daEFdCy52pnz+0gP+0QdfwAsriszjj55cIw4LELWTbljB+f6csrNingX0ooxBkND2cr7x6Bp1ZLh685jHBxvIEv7N268iQkOReciO5cWXK/SRz9N3d2k/lZD+2Q3ex/KcWwtMpZCBYfWig+wV1DUs0oA884lbGcM4xVOGZeFzefsQWwveP9khWQXURhC2CspSUZ+d4minV/YjhwYsS0WZ+AjlOsI2U1ipKM/y7826Er51JrcaqspJNsK+e77JpiHFOHRxCXBUC3AFpGfQNzKq/ZZzNjR1jF19yE0XZxKUWjCIU+JrBUcnPVck5s0rhWeJnmj8adMtzpUjZwDLl0qwAj1TzqIoHKPYxG7dRoeOb55cqChXnouPCB/tGbyoxHgSW0nmn8rdwF0p8eMCvV1QVY6fLaR16nXf0VBsoai1dcONEvywJLOuE19HBrPwsKF0hJxWsf69kfDk0RaqU2JS7TYAmXLPEwBbuSvVMpf7RtWIpSafhZSFRnvGZZwrQfpGipj4BFsp8yxg+aKLaDk1dZF51Kn6MLLyEa6fCONeZjSz0nVnjvIuhVUMgoRL8pu1FwAAIABJREFUrTEPvU3SyiNQFfOsxf7RBuFzD/yaemioAGKDDRR2o+tyxmWFSFbuKN7TLmZRVkghkKsUfQK171EH2hXFlXHH9Z52sYzKrDvQGLv+uEwaHFaSg5LYwOWBag0icx2I6KRGWEWifUzbDUu4IzBL4FVsxitk12kwj5dtWkFBXmkir2QYJtyVW6TjiEpoysRNGZvIPcubsMa2HerIWzTH8L0anYKJQHdKjldtzrUWLCufeRE5Hq51MZaO5/Kq4IqqvpcyqluURvFK7xiJ4yS/SHrcPdnijd0XTArX2dwMVkyLCC0tJ1mbQZCwqgIO0i6TLCLJfbY7y3Vn4Vh32IumLMqQVeXT0TlV7YryZRWwKJwJqfBz3hvtMF9GdNspW60VLxY9xpMW57ZmbAYrXt064gcv9ui23MBIL8zwlSF9MyfNfSKvYrc75/Y/+HjXLbhC8oL/YfMjlAWliZDUHBQ9plXM+WDKQCc8Swf0vJTdcMa8Ctn255gm1nJQ9IhVse7cmlozqRzX+oxB3VPJumhNrL+OUjhygl4LNsomUoN0pruzQhlYd2CPiy5S1CyLgKOyTz/Y51b4jIfF9tqAl5iAUdXhkj9iQy1dQSpzZn7MwoSYWpIYH086JNqh6nHDP8SrFVt6wVAtGUr3fRe1x+3iHLf8AzrSkNWCqfEYygILrGqfWOacmjZXg2N8YXhWDlG4OEVi/Ob7F+TWY1y1eJYM6PspfjOwF4iKR/kGkSoZ6hVxQ9rIap+edqe8HZmR2ABTS15kfe4sdtgIVnjCMipaPE0H9L2U3GiGfsKr8QGBLDko+uvbeH+1u1a6nw+mBLLkqOyhhOUTrf3mb2IZ6IT3lq7gH/orrkUnvL/ape+lvLfc5RvfeQV/KlGv/7k5pY/lmpYRf2fnHv/n08/za3tvczc7x6a35L987Y/4h2//PC9O+q54zT3M1KfzQOMPa4qhQY09zLAktT6J9TG1pKVzLgWnXAlH5NZjL5gwKSIO2j1u7B3zeu+AH05drvlia8pOMF9nlsGdsuRWs+Uv1rzbk6rDz1+/x7unu7w6PEILy7cOLpGm7muCmWXrW4rx6zRRCIEN6kYAJbHdipevOmX65vaEC+0pf/yDlzGRGzAShUQOc1h45AMX0Vh8OkP7FVkzrFb7Nf6hcLi5xvjqzyT50GLCmsVVwaVbBzxdDvjy+dsk1uf3nr2KqAVCwAejbV69ckhZO6FQWSnyzMMWiqCTUBSKv/Xy9/jdZ69zOurw1vUnBLLi9nKPX7v4DjMT8e70PD+z+YiyVvzes1eZzlp8Nb/JdNTmsb+BH1Z89/Elvn33Kud2JyTS54uXH3I9PuFfPL/Fxc0pbw6f8Zunn+H+g3Ogavb2xqSlR8938bo3Lj7nu+9f5dEHu/wnn/9T/pl9EzH3wGgGlyaMV33kzKPqGqIXmiqCOqz/fcvrL+w6G3ynBn87ocg8dwLb0KKqQHGyaBF4zlb47uEu1ko6ccZqHsLcIwPXkALQFq/tmklVqZE/grUL4hK/l5JmHqZh7CIc8QPOUpwCaz48wq+bplhrIyFNfFrtDGOaDWaTN/Y7FUWhUZs51cKjrl0uXIqaqlCuQIwM80UENSzDwPGbE4fss2Pf3VbhNm0qEqwuWWQmkbOGzNWIRqxXU0XNup1Kyo5rDhY9SG4UzuYcV0RRQZ556CbDa4wkaBWYyhXkNlPItlNz55OYMlWIrZxBf8nW1orbL3bdaUSpqI1AhyVFpmn3U7LUp84V8daKi4Mp4zRmdNphe2uOsZLR835zv1qs5zYstZLIwOCHFVK6hqFIG+tfQwJRU029VJhK0D4RLK9W2Epw6eUjnh4OyZZuc12nCt2v+Huf+gaZ9fhXzz7Bk4+43n4iiuTKKl7vHvA8HfBW7wEPsm3enZ7nj4+uUSYeUS+j10oxViICQ74lEaVTPPa6CdOnfYQtkeMFdZa7jrKUUJagpMsUa9Vg4GqQLlYhitIVxGdXUTaQPQtKUvseIi/W72Nr1Nn7UuAJgdoNEBbKtmB52aKXElmBXihsp0R7BqUcfmR02kFJS1Epuo3mMik8tLKkpceh6dCNM/LnbepU4W2nrgNQuoJYrSSs1NpEaMIaBgVlW0IpkUbQC1yGeFkGbIWO87mqfPp+SmkVkyJi4Kd40nB/sbnuND9cbHCrv09ZS660x84ih+C/ufAVQmH4hyc/R6RKFxUQhlHeRoqapPQJdcVWvMJvfjBfGjKjebDcpO2549u/vf1t/mD2GoXV9P2UeR5SWcndg22XfW6ndEPHBp3OYzZ/PySNQ/7tX4n41Ll9Xj13xDtP9qgTTbK9Yq83Q0vL+KSL2fe4M+h9TKv1z19TE3PRO2VqYhIbcFD2+eboKvvzLq9uHXE5dMNxJ2mb7zy5xKCbsNeZrb/+WjTianBMKEoscp1RLWuNwpErMuvRkkXzccWWtuuus8FJRopaYX+Ezfth/EGjhItruAiGK6Lve1vrwZt/MXlzXeScqZ4tglkVMVZtbgYH/DC9wKXADcydFeeeqMhqj1gW3E72yKzH5+MH7Fc95jakbDLJr3gzFCdYBAurMAhOTIepdcNvG3LFPXOOpQnXg3e59YjVWYTEqaWzBvl2wR+jhOVRssHrbZflXpiI6/GIk8J1uJ8Wm0jqJpusUA2uTgrLUdFlVfn0PFfEWwSf7Lyg01j8Ms/jcbrBQeHWVVvlTKoWz9MBZS3p6pyX4iM8YZhUrTWP+cD2SI3rNG96Cy5FAT+cn6eqJa/Eh7zaOuD2co9lGVB7jbzoOz+etWtqyR8cvMIvn7/NVw5v8fcufJ3/4fYvu87mfojYSxECgqAk8TXGd/xh2S7xtxKqUvFgvsmh53KJo7TN1+trxF7JOIkoKs1qHlKvNCerFt8uL68JLVpaTvOYgZ+uUWJnhsgfzs+zG81QP8IEP9daYGrB0Eu5tX3ANx9foWpBuqGYvgLhqcD4AhPXlG2gyR97I4973jZ1olnNQm68duKQYKVsBqdg0E1YegH6XodawODrAbIK1rMgk1cV6SsZzJx+u1agEwhHgrIlyLZrtqIlt4/O8ai9SVen/NKFO3zt8AahV1EZuUa4nes4cY5DUlkmpx3++q0fOC26tESdjNuzXcZpjK0FX7h+j39y502+sPeIgbfifrJNmvvYTLGQIV7sfshbu/sM/IRFGfKtx1eIWxn/5t4N3u6f55cu3OE373ya0bKF8Cx1qbl4eUQ3yNiN5rR0zriI+d4PrnPxxjFKWj6Y70At8HcS5A86LCcbbL5xyumjAaiaztOa4fcnvDj++ItkBOi7MdlOhbgfwbWMVjejHeYcHfWpa0E3zuiHKXUtSArPxSKM5OreiPlGSJJ71K0CTxvKqolbKktROO11WaqGY1yTZh5K1ShV4XsVxrq8szHOWCdlTV1bsqWPF7kTYCEsSlpa7Wx9ihx2c7LTCHyLMYLN/tKdVM02EYl2M3zaojyLWTZ0Jyvw4qLJgeMU0ac+KBetiPspaT9AZSEbPxAIU1O4mXCWFyVV1w0a1srJfYIZRCNXr5gAhLLrwn85ifEiF6MwhUI0eep86SIR/iAjW/lsbi5YNEIRKWr294fMByHWCNrfi5EFzN7KyccRqJqVkUjPgraUhebRyYZDC2rLyWmTD+/llJnGWnefRj+MWN0oEKrGGIGUYBPtuuRWIJrHro2sw99dLFjFTZd55jHqtOh0U+aHHYgr95gXbp7lv9t6j8+1HvDlj7jcfiKKZGsFX92/yUaU8K/LV7kcjxkGCe0LL3gyGyJETVG5SMLmxoJFFJItAsgbKYAAmRtXIHda0OSK8TynOY18VxCXFbXvuc5yk1kWae4MbuAKZK3WRAysddnm2HWSbeRiHHKZIfISsUzwll3srlxPtpY9S+upRK8ERR6SDy11bFCBod1Nib2SZRawKmp2OgtOkxZJ7jt1dOExbCWIrRxbSKpS4Yels+0A1bBkuDNnOm0R3I0cRePYp9Zu4KTsSGYbIdt6yYV4Smp8ZGNeO4tL9LwMTxq0MGxHC6dLbrBv78/Pca09Yj/toZshnf9x/68Crtu/EaworaLl5TyaD4kbCsYgSNBNPEILS1J5zIqIjXDFcdrB1JLfOX2Dwmr24imPFxs8eb4J1u1gB90EW8MsDdfDQXlf0HtUkfywxwd+yWacIESNmiqyZQfvp8Z0/Iz9qIe6mTFspR95Z/gf+uqrhLFpU9SamYm55J/ibRn2uy6rfdZp++LWA17tHTEtnaSiqzNiVbDrTdhQS0ztKBiO3esG8xwyrHRIRD78+NlwX0vmawYvFkyjkT5TIpe1IpTlOvfakjmhWNKRKT0vozCaoV7yidZzHuVb3Az23fCcDV2eWrdRWI6b/O5B0V8XnbdX55iVIb40fKr7jIFOuJfucC/d4UZ0xKN8i8+0HgHwPRvw/eQKAH+j+31nstNTylrSkSWrWnPFHzE1MfvFgI7KCGTJYf5hAXlmjEytz1HRZVn5TIuYH8wv8OmedbGUho98VHa5Gjgrp0ESy4KOTLmdXmBVBRxnba63R2s7X2J8Dosu96ptvtT/gJUNeJ4NeJ71aeuCXX9GWCsOZZcdb86u7zY5o9Kprs/y20nhsyhDTlWLC/4pN6N9lsYRRRLrc9kfEXZKvmGvE2yk+HsFvSjjzt//GBdsc1VW0vZznucDXu0d8qwc8usvfZd/+vDTLIYew07ikGArj3OXTzlUfcdKXThCiVS1I63okh++2CUMS4SoWWYBNbBahMSdHDo5k0mbvJ2TpT526jPeiPF9g68rtlorDheu0DZWEnglL+Zdd6xuJfN993/xzopWWPD6xiFKuWHrZFeArMk2asKRIN9yGWXrK2oBKhGEvZQy1pSF5t3TXeJuRrpwUaVaSaa3Nxh8YsTJzQA105hehVxq/GnD3L+SIPdDzgzitapZXja0ninS7RqzUTIvQv7KlQ/4zskl/tLOfZ6mQ4yVTOcxqhlYktIySpwAw1rhCizfcGe2w3dOLjFPQoSoeTTa4D++8TZLE/DV09f5z65/h4Oix1ePXuPR4aZDWeWKeHPFME4ZLVv84MUeVan43NXH/NWX3+NrT1+irgXLJOS9+S5/69Xv8Y+//1nkxKN3fQrAMDgb7HPDgDdefcHxss3rW4f88XsvcevGc969dwGv5Y7yF9/dpN6uUO0KE2ie/cqQ4keJxx/jlV0qoG7e5orlOGZZtlGdkn47ccIP4+hK3TCnBpZZwMG066QrAkK/YLGMCMISY+Q6H17kGj/4sLOqtMsdm1JCzDqbHwQlRUNyAPCbDYu1rqibn7YQqqbdTwBB6JdkKoRMojo1xyddNjcXa8oEmYLYFYW1qB23Oy64vDXh2WmfIvM4d3HMIEy5e7BNfRSS+T7X9044aHc5vh4hA4M965CrGoxAtUvM0oOFYnnJbe7S7UbCk2gI3PCcbFVUhXLkCc9ijXDZXVlTV5ISjdRuUH+4uWCxjCgXPrpdkucapS2rt5LGpCdctClT1EbRGayorGQ1ixzjObCosKJuutVV6fjUw96KJPdJbkooJCbRGKBUrvstUun02A26kRqKgctEi25B8CAiO1+ymoUo3xJtJqTTkPiBT3JN8q3JFb64/xptPwduf6S19hNRJNe14GTcxfQlnjL89a23eS3W/B9PPs9k1mJnY4YUkvEqpNPKKAuNCgw7GzMEsPRa1EoitII0W5MOGtKME08UJULJNa3Cth19QMwrhGwiFp52BXJZudvQymWbjW3iFsW6gK6VhCjAhE6lXGvQqaDsWpaXrTP2GYE3lhRN6H+3syCtPJJlQHszR0uLaXakiyRASscKjFsZCSHaq8hnIWrpdrq9m1PS3CeISoqeC8yd8T5NCNHlBbc2DjjNYxZV6IxIsmZVeRQNicJDsKz8ddFUWEXHd920c+GC/bTHdrjkndPztP2cfpCihWUjWFFYhx6bljHGSiZJRDfMGaVtNqMlPT/DlxVVLWl5BaEqqbTbbVZWMclitLAcLjqosHLGTSuYLSIQNaZSDa66ZvZ6idUe/hzmixhPOaZktVkiVpr3n5/j2u6IXidlp73gV7bf4Vsf45o9u2qgI1MeFtsM1ZKBhrFpUdaKq83A2cKEa0xb30vY8hfMqxBbCxe34MNc31lu2BMVIe6JQeFQWj6GAsPc9Mhqn67IXLZXlBRNMQysO8hnHN4PxRl6/TaxAVJYtsIlphaMqg6rKuB3Jm/ywWyH42Wb0C/53PaTNV2g3WiWs9qjIzNeio+5szqHpOa95XmG3qq5fcVB2WeoV/SliyiMTZvPtR7wg/QSD8otWjLHILiopxyamDv5eWYmpq0yYpUTSGeCHHgJsumYT6qYlXHYQClqdsM5tzov2NEz7qTn2fVnPM2HzKuIVeWz481d/KTpzM9MC4VdUyl6KmVUtplXIeeDGQZJanz2iwGTKmbLX7Drz5pBwJxH+RaesMSqoKMcCulsA+T+ZoaeTiHEDfKVAy77jmUdyIpJ2WJLLwhlSSANP3XhGZ/rPeKo7PKHf8Hr9N91WSt5Oh7wwZNzvH51Hylq/qPBd/jH5VvImcZuSrRvKCrJKvfpDBIWhx1Uv8CsPGQnp7QuY359ZwS4mQstLYVRmM7SST9WLfy+Y6Z79yJEBXrPIZ9CXVFYReSX9EN3n0pRc7Jqk5ZuZqN7foFWhsooPGVYlAG+X5ENavypQC8EVbsm33CK6/gAFj+bUiWaqicpV27zbY3geNTlzatP+e70iuO8pgp7PuPkuOu6rDs5zD1EKcg3G4Pm/Yjdn9nnyQfnUAuJ6VUIz1LMJKZbIRLFvf1trnVOWeU+e8GE+6stWn5BHmkCr8JYwSoNWBUhccsNOP3stQfshVO+fnydaRLRCgtGx12ibsYfn1zj57bvsdlxMaddf8a3y0uYVGEqj9dff8rtR+dJkoBfvHGHH5yeZ7qK+M6zi4RN0ffLr952Geki5P5qCypJ76UJF3ozKiuprGJZBuwve9haMIwSlncG/MkiorO5wtYCFVfoxKeKm6Kt72RX4zcsP/3pu5z8dvbxL9wzNLMVyLDCexiRb1dEWwnpKOZUtbi2fcpLnRGHWYdrvRVvH+25DmkpCWK3mctLjzByp3OedmIPR7JwHdQzM5uUlip38Z4ziFIQlGvtcRA426G1f1aDHHZz931y18kuqj875DgYLom9ks0LR6SVx+MHOzD3qEPD8OKUxSokCku2wiVPzBCpLZNFzCBMub4zotqWjFdu03VpMOHOPER5HxbJnds+i9cLzNxfUzCEdVa9s7ohONRkbddo9IOKfOU3WueaqpLUVmJq19EWssasNCd1B6Ud8k34lirR9LeWCFEzOW07LnUNyjeYpsCOg4JlFqDDEt3OKQrt8stNdMaUktpIxtM21jTMaN8V61IZyqVzUdTehycX9ZlOW9XoicZUTmmPZ4m7GXnmk85DqCTJ1RIZVtw92iKfhs7O+RGvn4gimRp63RW9MOPL597lM+EzDIKvxLd4ceBsc+daC0ojmc5axK2czfYKKWqOF21kXHH/P9fARUQpUQuJKhxXWKc1Knca1HRHYIIa6zXDHblg43YXf1YhTI31nHTEnxu8ZYXKKmfuk+6f9RUqrUAKhLHNx10eeHmtYuvihLoWnI46eAc+JqgxUY1/5FGFhmXpmKsXdyasCp/TNHY8wYaV6R5Iml6ckiYBZaHx2gVm5R5c4/0em3szrvZPeevmY0JR0VEpv3n4GfbnXdpBwb3ZFudbM1aN1jhtBunaXk5L55zmLSqr3GQ+gkiVeNJwnLU5ztucCxcEsuSTG/scph0Ko6iE5PF8yDBKaOuczGiUdLidn9+6y8N0kxdJn0UZECpnPvNlRWE1T2YDrvbHWARbkZNg9KKMJHFFvh+4rn9ZKjzfTRN344y5H1K2PTpPaxa54nx7xmQRUxQB9Er6vRUtXVD6iq1wyTurix//usUdWX9z+RJXwhGJDVjYkKUJOSk6PDcDbrYP6Kl0nTk+K6i6OuO0bPFi1Wdaxtz3dvCEk7CcFYVnmuWzyxNmbe2ztSS3njspkE4TO6o6tFWGJwy+cDGGM8ObK75rPKHwhXGKbGGZVgFj4xBur8SHxDLnV/pv8/30Cv/Lt7/Ev05Dfv2l7zIuW6xMsI7UoNzvfiVyUQcparoy5WG+zX7eJzG+66Y1m7Ff6rzLncLlc782e7X5/SQvxcfEsmBUdrgcuEKrFE4IEsiSgJLEBEyqmHHRYlaGjj3sZeuc9cJG7PozEus7450qeJ4OGFctDIIdPWNmWiTWZ2kCNoIVW/6SslZseu7t82ywJpUclx320x6F0ZxGLT7RckN5udXsp931Y+osK+7Jaj3sGIiKWBasRLBmMJ8L5jxYbVF5ioWJPsxKG833FpfYC6d/ASvzI1yZJDto8TNv3uXXt/+UsWnzvfSKQ2fpGlMLdgdzjlWbLPWdIKeZYPe7OVWh2H+0yUHUwPlLSecDj6ILxcA41ruEYOLuV1EBvhN6xH5JL8hIK4/CKI5HXZbtgM226zgVlXKFrZUsVwEbgyVKuqPuSR6jpaXqV5hI4m2nlLMAb6wp+5ZpD/TTCL+E8NaUxTzCGuU6WL7l7acXQYAtpcNIzX30wP1NnCTCyUXCw2ZT2ap5/HibnWun/IOb/5ShzOhIy98/+gUeLjb44O4el3fGvBQdY3YFHyTneKl1wuV4jLdp+P0XNykqjecZylyT55rN/pIr0Sn7eY+r3VNsLfjVvXf4jfozzBcxz08G/Mb0M9za3afnZfzpwSXX6QwMtpI8HG1wfnfC/sGAr967uT6Bq60kzz3KXPO733yDz755j7unWy7mompmDwf4Lzd2Oj9lUYYcPR9w/tIpu/Gch5dX2MSRhFalj5SW9EJF/NTN35RGooOKsoZvP7n8/8tc9h/sssJ1Y/sFduLijuGRJg0DhntTZouY59M+sS44Fy14uNggy5zW6NLumKzSHJ90nQHPgo4rqnlDOzgbsqsEcqmcFboGqWkinjlS2iZqgZODWUkQlshmuPWMNlvkHlGcr/PLdQ3IGmEleeLRiTOeHgypC4XXLhCNmY9CMl/EdNouLvL9/Qtoz5CnHlYKDuZd5vMIu/AgMqS5x5eu3Kd7I6MwikeRQyeuxgPEUiOGObZ0g4dGWsoe4FlsLUguVVAoVKvCGOHIJ5UCBFXm0Ru4xsd01HbdbuFwb7WsUcpSZm5NTg87hMPGKpwpOttLikJTpRodVWSlZn7UJjj0SHcqvF6ODCqs507MAby44OVzJ9y+c9EVyZXEtiq0V7kByVQ1Q3u4U+hMOQlQ7Z6vsGC6FXLmkZSSrb0po9MOYqqRpcBGFZ04p0g9qq2PHhP6iSiSpbK8MnR5xfdXu/yjD77gJkWBwcaSjp87l7yV2EKRnHR5VvVcnk/V2KHbeUVehakF02VMO8opKsUq9ygWPn6nYNBJGE06qMcheuke3OPXJLX0oHZ8TOvXVC3l9NZ1o1iM3bRnVdSAC9WHLzxU4SIWJnLml1BXnMzb+HFBGXj4M4nVNeXAEkUF40ULpZw6U0mLJy21V9GLMrpB5pB3zRGo6cv154hN9yJ6smjj64pH0w16nuMNp8ZNlV7pj1mUIaVRnGRtdqIFXS9zGuhGMzgrI5LKZzNcfqihtu6FvLCarpcxLSP6HhxnbfxmQrvnZci2w9ctq4C+n3C5O+FyPObO6hz7qx5VLQlVyfun27yxte/+rqJmp73kcNVlO14wb2x0o0WLzcGCix2H/Hs8HlKViigoGbYS5llIOonojyHdFnz6+lOqWlEs3G4SUbPbWdD1U/aXXb57eIHz3R/P8JMWluvhMXvehHezC/zB8U3uH2xzfnPK57acDGFhQk7LFncWO1xvj/hC5x59mXC3OMefVtd4uNxgGEQsywCLIK/cJsRYtwZiXZAZRx0B16UQwh11a+k4xoV10aOk8OhF7snKl4ZBmKyxfi1dsOkv2QsmKGpGRYtNf8V5b0JHZpzzpryX7fEo30IJy+vXXvBS52Q9WPVSdExmPXY8FzUoa0VHZJS1Zly2GIkOea3Z8Jdk1uNGfLy+nx6Xm0xNvEa89b2kGdoK3D/rk1lvXfieDSyWtaKnE07LFrnVhKqi62UMvRVtlTGr4nWs5AyN5wlDYnw6KlvntgNZOgJDrdjyl7wUHmFqydi0uBKO+N78EjvBgtT4XA9PuBSMmZmIZRUwqtrs+RNsM22+Mj7PsgFtlbPXDO4B69MZT36I2XuUb3OYd2npnC1/wVAvOSp79D3XYV9UAfMfwf19nJeKK/6rn/99Zibif3r0i2SVZvLdLYpNw61PPeE0jRk3Hc7sm5tUMZi+xYZOvlJ71h0VJ9qpdz3L4iYOXdXPyJcBaqIpX02oD0LXgdU1dSVIxx2Oqx61EaippvNU4i8CVnWX1Z6g7NRUHYPqu07fyZOByyEaQXQkSW9mYAS7N04oKg2tjNXQR9zpIIxwpKFzNfNJTNByt2G05ZXzR/iy4vbBLkLU6E5OUShMw79NR7E7Jq6hfs11tlt+xSBO2R93+a/v/k2+sPOQ33vyqmMRdxNUp6TlFXyQ7PDD8S6etHxp554jBKmColIUhaYV5QSRU3p/dvsJv/PkFpd6U7bCJTd6JyxNyJvbL/h6do3QL/ns7pO1sKYsNXUNUavgysVDfmnrPf7nd36OT117znv75zClottN+fLl2+RW89t3PoXcTnnn4DxfuPiIr91/GUqB7VS81B/R0jkvEofbfOu1h3R0zqIKiMKSn7r4jDun2032VjZDejXFbskv3LjLn7y4Qrn0MQIW+Y9h7Yoa0aqcdS00vPKXH/OD25dRpx4T1SZu5/i64ly0YF6GzPKQcuWjQsPJouUwZbWA0mVhzw/n7MsutZWEUUGyCtAvwoafLSi61pnsfEiPY6dtbrqYwgiqXGHGAXVoXMShlKDsL+A4AAAgAElEQVScyCRNAmzZbCwmAXiNzKZfU1aKsFXQ2iiIvJKs0mSlxhhJ6Je8uf2Cx8sh0zQiKzXaN/TaKavMp7aC1rnVmuf8tYc3EAKKxEM1hb7ZKhGepddLWKUBla+oV+6xqn1D3RKUiYcXu2E7kwTULSc5U9rVPFJassJzpyyFREYVNtWIsAnsqxpbKlSnobQYJ1lZziNk01GuMs3UtpArRXE1Q2uLH1TUNZzvz12ESNfUVnJnf4fB+RnTSQvtuxhGt5VxsggQ5Znq0HWRTcs4fbeq3ZBiXKGPAlTmNulp4YEV2LbB6hoKhRA1Ny4c8/Bo8yMvt5+IIrmuBVUt+dnBfb63uISnDFnmEYYl57tztLAsyoA4KJj7Bp14yNxNbcpXlpzvrFDCdT4udydsxSvmecjF7motu/hgtE3LLxgdBlz97SVylWPagYtpGEutJCbSyNIiS0fLwIKJFFUsqcIIq3HSEi2QlXUDe7FgtScwS43ZENzYPqGyknuVorQhwamk+JFdS5Frcl/j64rCKEJdUVnJ8apNL8johela5FGWGrxqfbrUb7A2oa7IraJqpCHO6pWxKEPOteZ0dE5qPOZlSCCrdRG86TdHaKKm57kuwi8M3uObi5cojMJqQVK5gijWBXfGO9wcHmERvNo55Hk6IDUehdWcC+cc5x3e7DzlIPkEO+GCSJVcH5wyK0NmRcSl1gSAC50p+0uXLY10yXZ3yarwuT/eZLkKsVaiPXccu8gDFz1ZOrzTvCO5P97EU8btInWN8izLImAYrLi1ccB7k511x/LjvmpgS89Z2YCLnsvSh1FBoCvaTde3ozK2fIfJ2/bn9KWjVIzKDn0v4VbnOUO15HmxsS4KzyICk7LFJ+NnHFa99UDdjjejqDW+qJDYdayirDVlrZqup0O+pcZjWsbIxhp3e7bLPblNZjRHiw5Jfwo9l1V+mO+QNNyrXW/Kf3v5bfarAT9MLyBFzahs40nTCFJyFy9QKzb0kvOez2HV47jsMtArjosuQ71kSzeDSk0cAeB8MKWjMmYmIpAl95NtzgczZibmqOy54ruJSUhh6auErnZourKW9HXCBX/sfg6V01fJuvj2hFmj1w6KHjejAxIbMK7aPEo32QncZiqzHqOqw643xSB5q/uEUeWGUQNZcpD12PSWnBZtorrEFxV7wZSTok2kSs4FcwZ6xZZecFJ11t/b1JLSKob+ili5++go7bLR5D+nxhX1e8GEaRlTGPVnmNgf51Xlmhd5n5Oizd+99A3+r2c/w6kHIq54Nu3TCXM8ZUhyj+RmQfjMR6eCol1TW6AWRK2CaLBiGCXce7bDy9cOmOUhb249598+vY4c1PzipTt85f7nuHBrRD9IGWduKO1MW88F8D5lWBU+x6MudeGKGOFZbCXd+4F12Lkaso1mWCqTHJ32+Omrj3j3eBdrBcVOhX+oWdyweGPpsF5+RbJy8bUHJ5tEQeFIAbXg2sYpn+4/418++YR7HepnruNbKr5wyeXp3z45zzBc8awaMF7GVFsSAbTinLyhITweD938Qe6z15vxr56+zl53zk8PHuE3w2HLVci54Zwvbj/g68fX0cpyPp7RUjnjooWpJX/y4gp56hEFBVu+O3mbVjGmwYd1Ihdp+2fP3+Tnr98lNR5/45V3+N1Hr5FkPneX27x7cB6pLL5fsZw4lOEbl57x/ScXsStNYRVVGbkYXejWZaAqTvI2q/s95PYBWll6UUZeaCdd8cE79jhIu/zC5Q/4vfK1hon7Yxjcq6E2En3s4b20oO3l9PfmLJbRWiWuleXhYoPd2ElS3FoSJMctxNnJh4Ry5fNkuo1suc1eYgR25VHsVIjAwNxDb6VEvlkP6p11z0UzcGqMpEydMKM+M+jlknQUOxOkgDL3naWvEI7AUklKoygLzbTQ6MGC6Tx2w2WzALm9YlX5XGhNyStNXimqQjGZOQygDiqsFVSVwg9KWmHBMEp4Pu1hm2aKnfiIwLBKA4ppgO6U1KGjRZhKOolXrqlyjdAWEVVUKw8RGKQUlLOAhRWUqQelQMYV/v2IfMsQBBV55uFF5bp5ub09YzTpuLjE3MPExnWAK4mdexBa/CcB8uaS1TgCAQ8T14iUsnbdfFUzB4fiMxLtu8cU0hFrhHVFsSicKKgOXCHuzRRlaKhVTXGl4NK5MQeTLnUuUUuF6boNzMlRj/hCSXBW5H+E6yeiSFbK8mi6QWE0sS7Y6Sx4fevQdTaLiGkRkVea/edD/AOPcNRwgXuuoxZ7Jacrh+tJKp/CKD4xOGBcxC5zq3Miv2S8ilFJky0Gpze21uWOvSYvJEDkBpWbhobhI0tJcFpTxQqdGGotqIVALwsW11osNaBqjJUURpGUPpe2x4ziFvNBi6iXMWilpKVGyZpQV7T9fD3B3PZzQlWxFS751eH3Oam63Ons8vbkgrODNZ2pJ6dDilzT6yY8Ptzg79z6Ft+dXGJV+ryYOWtVSxd0dE7Xy8iN5jRv0fVTNv0VZS3ZDFY8T/pIajpexuvBPnezXd43OxRWsSiDNTbu01vPmRQxL5Y9ni4HXGmPyZru5biISSqfG8Eh/eA6p1mLrWhJZV0GOdKOjrEZLrkQTplkMZ4yxLpgksdkpVt6ppLUc588VPgbK7JSk48j+g8cwLoY1Py1C/d5uhpirWTYSpimIavC529vfYt/cvJZrvdOebH68RAC1t1DUXFY9fhLg7t8uveUxATrDmeJY/T+VOsRr3jHlEhaomLHm2Eb8cW2XnBU9dwQTSXY9uaEoqS0msOqhycMLZUgsWvqRdG8BSf+wLpit6MyTLMZKmuFxJLVPqEo1vnnhYl4O77IZrBk2mSoDYJPRM8pa8U7yUUe5Vv0VMph3qOlcxSWoIlxSFE7sYNxlry+SphULTb1kkCWawzYs9IxchMT0FGOvPKl9vvczi/wsjflbrbLZzuP2PMmHFbOSjgvQg6yHp2GPBHIip5KKWtJ0eR7y1qvmdFnlycMo7KzziYDvJecJzU+LZ3zRucpoShZ2JChXvJecr7J7VcM1YrrwYq72S62Fmz77v5v6ZylCXh7dakRvxQ8mG9ykPb47ODxGtk3q2InbGk2KlLUJCYglCVX2qdriUlHpmzrBX8wf403Ok+5LfeYlz+eIhkBj1Yb3Oic8Bv7b5GWHoNbI2KvZJH7rAp3epeMYrxTTbbnuKt4ltev7nNnf4fAK/F1xZXOKffENvMi4FxrgS8rBq2UF082+GCwQ9mtCZSbVzC1wNaCVeHTD9P10G+gKvoXXPf2LJY0zSJG0zYXtya0vILcaG50T/j6i6uY45jU9/nO84t0WxmXBxPYgcdbA8yDHsW5Ci+oWM4jNoZLJrMWrVaGkjVFw8DdCFb81sNPkWceW4MFqyRACBdbuD0+B8DktMPkyYBa1eQ1/Nbbb/LK1QPuH2xjFh7DvSk77SVHSQdPG55O+xSF5kB0+d30dX7m3CP++OAq43kXTxm2/TnHsza/eO0O//K7b/DX3nyXb764jJQ1nzv/hG++uMxyFfLbDz9JUSj6nZQvXHnEbjDjzmKHq61THow3+fryGmWh+dWX3+VvvvQ2v3HnM3R0zi9fu820jNkNZ/zf87f403dfQrZKlLawUnz7nevsXRsxTSKGrYTrvRGp8bh7tEW9k7MZLHnu9QEoMg/br7n81nN6fsoPv3aDe69s8Wsvv8NXn9788azb2hEfuFxSVZLvH+yRzNyMkQqMW5PKcLTocO/FNmFcEEQl+coHXVOXEhW7QjHs5m5zNQ8QoUFI3GbMCEdvKAVau3jFmc8AHJ3k7ERPKYtsTivOaBdnHd4odvGkIvfwg5J0EsFSIrSjX/hB6WaRVhE3zx+RV5oHdhNfVzxf9mn7OSfzNnniIT1LtfQQpaTWFv3cozuqHWFFwN1XCoLuh/GOweUJyySkmLoubOcPIyafKxwHehYwHYdOPmIECIEOKuJN9/PmqYdsl5SZxosLqszDVpJ4vyYfCJbj2OHZggqw6NhwdOB057vbU+adkOU0QsgaGRhMEzXRqSaZhPi9nLIZ9qtKhdBmPWho5j6yl1POAher2Eq5vHfKi1GfKtFueFi4fHVtQOWKKna0DFkK5IuAJ8k2MpOoyqnqu+95CAOzT+e8GPXptNOPvNx+IopkNyNnkMLyZDGg7RWM85jMaHxpyI3m4KSHN/JQhaBsg05drlgIV+zZ+MNsVNtzSBuAgZ8yK0PyUjMdtWnPBdbXyKxw31gIlzvWrqMsSoswhtrX1Aa8kyWirKhDHz2T1IFHthVy5ko3nqAYWi5ePOVca05lJS91Rvyl3h3+16dfohPmJIXHZrQi8zWzPGSSRCxzn8CrWGQBq8Jjq7Xi8XLIf3/0q2y0EiJdstMcF+mmA3dj+4QHow0+v/uYp70B/8+LVxlGCYMgYbRscbE/ZRAk6+6x1obNYLk+ph9l7okvVM5ouKgCYlExLluORJF0uNCesr/qcakz5iRrcy5aEKqSti6YFtH6CKuwbnjqd6efpLKSjp9RWEVhnawh1gX/xfYf8Zvjt3g9fsEn42f85vFnKIzm1d4hv7b7Nl85usWd2S61b90gTOGWY/RM03tQstrV+NfnPF0NuX+6SRwUPDkeYhKN8CwP8x26Oued8XmGYcKP45pWERa57mQCXPNPKGvFqWmzNCFPsg1Kq9ZDXhe9U7JaMTYtMuvx9vIS99QOA50QypKeSj+06cmKjsxQwrJfDNj0FnSlUxmrpuD1hVkP5RkkCotB4YkKhRu08xv82dn/S2GxCKZlxIHso4RtClHFB9kur8cv2C/7DJXLrptasjQuZzuuWpyWLQ6zLqEq2QkW6+G0oCnWZyYiMS4DDI7J+5cHdwD4XnqVWOaMqzaHeQ9JzdNig0npHrNtlbMTzDFIdv0pk6rFcdmhsBotLPMqZMebMS5bvBwf8jjb5Fb8nJmJeSk84m56DoUlUo44UdaKoV6RW4+R+bDr+1q8T1Z7PMuGzFTMprdw1kGZc2e1y1vtR4SyJJQlV4MTiuY+3vL/3/bOLEay67zvv3POXavq1tb79Ew3h8PhToliKFpWYlu2g0hKDMgOECN5iQMEEJDnvBjwU16CPCcIAhiBIScP9oMdL/GSSLa1eJFkLTS34YgznK2X6b32uvs5eTg1RYYQAdIi2dOj+wMa3V1TPX3ura9uf/c73/f/jzjMornyRkMl1iW0DDjJ64Qys9vksmAnbTMpfBSaR4J9ApETCFvF+MF0lafqO7w2Wf+ww/SHoww1J2fDP+Z3956l05zySxsv0XKm/M7OcxyOGkz6IeEdl6yrkROFrpWQKl57/QL1lQlaS3ZvLrJSGyGU4ROLO2wGx/z+9sfoj2ssrg94/fubgHWnjFTCUqgpZrtlwzSgOetNlsJQdzIcWc7dSWtOxvmozygLOI5r+Kq0xY/MIVvVON0Ezyv49OpNrg5WyLViJRpzYyVAAmGQM87VbDBak2YOSeriBDl5P+BrLz1ut96BLIp5bmOL1w9X8IN87l5ntMBdjDFa0mlNiPyUG/uL1OoJk32fk90WxYrCc0p8p6AVJMS5yxfOv8TV8Rpfufk4xkAQpRyO67w0umD7i4WtMl7prfIzG29ylNb51s4maeLRak54dmmX7+5d4IXlOwB852ST3X6Tj7d2eH51i6434Y9vPMWf3HiKZ9Z26TYnrPhDfufqJ1jujPjq3mNIV/Mzz16xO0pZyC23S5Y57F5bQnQydhOXdhDTdBPWOkPW6wNujBdJCofDkwhx7FGEhjtHHYzuUjyU4gJ/cO0ZHlk+4uppxK2jyaceyi+JGjGlEays9slLaYfd3ILnFrf4zuEGE8cnzxWOM9M3Hil0VLK6MOCuaZFnDjq3bQSAdYUD8EvE1LEqCoDrFm/JsGGrx0ppisL2IMuZ6ce9BFVKQxBmFIWamZYwbyEtA4MwMBqEOH6BuVPHGQuuPOZSZvY5vSxi5BesL/a5tHREXLj044Cl1Qn7o4j+3SbJIwnFU4WtYksDpTX4SBN7DHZoTVC75TLdKBh/ZgJjz+o9Rznm0J9Xuk2mKATkQ9+2VGQKoQzK0+hS4fgFRTqTWJtZRhtXkyW2DSTtBci6bcXYO2yhxy6iXqDvOfJJg1fLmW4ogk5CWbzVOiGEbbVovuaSdiA8AO065E/k4EB+q8HhSURxMUf45WynCWu3DehAYxoFct9HFJB1Szs7MQ3Roa1AT9Y1wZG0CiJ+yWBQe+/h9vcO1A8QIWCpNiFQBY+3D7gz6bDgxezHEVIYRqlvHViktQV1B9IaeGhIUxdHajYaPa72lonclEIrPFna5NlIhllAFKQkTZdkwSXvBLgDkHFuK8jCDuYJbRBaW4MRqRFxhkhSmGm9Gs+eLmdaoj1J7/E6k3MCmQh2Xlthq7GIGiqu9iRfbjxHvlggEitZ8rJqoxZSK2s0cZBThSixZiSuoZ918Y/tG2S3XMAoSFZLiHLUvk00tGfQrZw/fukZpF+iHE3dy3hjdwWpSnpJiCdLnMAaftzud9hs91jwJxyndQZZwP7AVjtG/RrOrscvmn9P3tIYTyNrNmkPvJw3esuMYp9Xs3NoI5DCvukFkBeKbmPK4aDBd+OHkEcu2jP2gjK7YwT4lVe/SLDn8PXBJ8nakC7YlomX1CZ/VC9Quz6rLxqcVAMOKpa44wI5HaAOeiDW8eoxceEihGE4sUNb2jFIV3Mn7XKQNkgKZ673/FETqpwXp5t0HGs1u+IOmGiPpkpwdUlNZnxnf4PR1Oel+jm2ljr88sLfzlQpCpQzmTnxecSlR6jesoEeFCFT7ZG7VqatplK0EXM95Mw4BCKb6yorYeaVZfu1QYly/v+VwsbXRPv8Ze8yW6M2kZfydH2XQRnSUhO6asxno1dmrnmKv+w/SqhsRXXRtbrbuVEsuBM67pRcK0okD4eHKAwtZVufuo597uPeXQBGOiAxLqvOgKvpGkpoXhxvcpA2SLXDo/U9NrxjEuNyJ11ga9ohmg3nLTpjcq24FB0SzW4gLrjHdJ0xU+3zmeZVm3zKnNIIHg9359rQ7Vn1vV/WGJR1Hgn2SbTLgjPGFQV1kfGQd0RNpPO2lcS4fKZ5lSU15LK3x0gHHJcNApOz6gxYdobcUMu8Plnju71NpNCcC4eEKsOZnWvfFBzlEb4s2Jq0Wa8JTooG59weJYKGShkWAS+Pz3OYND7qsLUxojQvH6yxEZ6w0h0yjAO+evgon168QVYqGkHKdNqg+4OS3qMKbwCji8Baij7yaddi0sJBRjkv3TlPWMv41t1NviM30AbKUnC01aa2OSLea7Dba7F0bkzNyTiII8ys5cKb2U3345CpY7et70lQ5lpyPKxTCzIafoY2gu9//THq2wKxBOW0xrge8L9vPY+aCsoLCY0oQez5eD1JoUPMWknquchEUjgGty+tnFRTo8YKJ7Y2vf3hAt9VXTBQf2RAmtjrrhvm1EPbonFydYHpRetwNzqqIzzD5sVDnu7c5cZ4gdsnHXZH1uL5YLlpdz8SBz/MWe8MGCQBX3/jMlIZ/uirz+NvTOhNQ7Z92x98rj3kzZ0lBqMaf5NcRErNN/c2Gfygi39xxGNLB/zpzpMc9xuUmWLxax6ihJvuo/hDzdecJboKBut1xJqmjAr+4rXHUT0Hs5rSaCTEJyFCgul5qJHklfEF/tknXuaZ1R3W3B7//fZPcXBtEbmUYATWrU0LpNI4QDbwiZbHXHl5Y540fpSEXk6jMyXPFcNRSFjLOOpFnF/qoaTBVSXrfp+9qIkrNb1pSJY5eGFOYWw74UG/wcbKCduHnZkSgksRO4iwoNGKGe80Mb6tbpalnCe/95zm3p70WrXYe1/PnHONIEvtMHoYZpSlJO4H4GhM3SCl/bk8dqFVULSBkQvSEHZja4c98bi1vYiQhlZ7SqElNw4WUMrgd+N5QuyG+cziWTIZBG85Apa2h396MUdktiUEIwhrKdOxjw408thDJYIyMBi/RMQKMVIow0yUwBqSlI4Bx9D7dGpl41wNQxetDHnmz9Q9XEStQOd2QNaUtrXE+Aa0IJt4IAzJccjitxXeWGOkhyyNFUEQmqwlGXwyte0fhcTEirJZMI3uyfSCbNoig3nb+XfDHDX2qW8Zjs9pVrtDdkpp11rY97fMwe3Ynuh7w4LvhfsiSTYGmq6tRPayEF8V3J02caS2F87UxcwmrhGQNzUISd4wnF+0w1+rwZDHOwekpcO08OaV6JaXMM09ksJhtT1kWzTII4W/XyDiFIyHDjybIBcaSkPZDGwC7Tv37HPQoYt2FbLQOJMcM4VuL0WUDaYbGlnPIVcYBd7IWkrmLYHMZg5QYUmROHj1jEcv79P07CRqoAr6Wci1b28SHhpKX5BFNkE2vr1zdR+2fZ1ZahUK9LGPiRV6IWVvEHFh+cR60qceh6LOSVIjKRy69Sm3+x3uiDalloxHATp2SHKJCUq0Z33cZSwpHcNj6/t88fw3+I9vfJ6jG3a72rjGBvzQYdRyCBoZydhjZ2QdjqRrp9gxAjWaqYYkdqrdOBDdMpSBHXDweoqsA8l6bq08BbiTmR2nK3DHBe72MSiFqQWE2yMOv77K8IU+i40JR+M6XpgyUT7/cOMmj4d3uTlZ4FxjOO+l/qiRGCSGJWfEObdHol3aaspWvsBB3sQXtkKRTT3G0rAzbbPT7LDqDHh1co62G9NQqbUF128NnXVcq987yq2Vdc+pse73mGqfmkz/v4pkid3CvtdKEMmE0kgS41KfKSmA7cMNRE5bTfjcwqt839/kJLNWztas4zxereSkbHBcNphq26bQz61zY0PZm857FtmJcRiYGq7IueCeUCLYzhZ4ZbzOSwfneKR7xG7b7l5EMmFQ1ridLPDmcJFBGtAOYpbDEXHp8u3eRTZrJ0hh2E8jfFVwnNb5zt4GQhg2Wz1q7QxXFEzwmWif/bxFy5niipIb+TK3kgUuhwesuH2UMTN95+a8mn5Pd9oTxVyP+ZFgj35ZZ0FZ7WhPlGgk/dKn7uT0dUhiXBSGqXG5k3fJjcN+3mRn2uJw0qDU9iay48X0stDqufvWXOeZ2jbXvSXi0uVO2iVS8bwF5en6Lq9OztHx3vvW3weJ1gJXlXzz6CIXmydc14t8rL3D79/8GFnuUBYSmQqKAPwTQxna97nRYKKCveMWKwsDGo2EorR/sMaTgCDMiIKU1CvRrYxpP7SOuQc1et0avlMwSAOmqUe3bneAJIaj3RZL6302mnaWQQpjW/Dc3CbjwtDwUrJnDznajCgHLmJ2HfGOrA21PvCZ7AXWcc+Bwrd9jHIkefZT17jUOOK1wRrrtT5fufIkOnNxD2e7k2O77ewNIc7bc7mpoqEZ7YbIVBDtCqbTJjoyqGXb1nTnjRVuu0swe36tFTM9rvEHX/6UrXh1SpITn5u3GjZpWM5wrweUoSHPHJ5b3+bX1v+E/7D9C7z+/U1MJ6csFeXQI9hz6C2VCAVp4vHilYuITKBiiXQM4VGJdgXaFWQNiSwMsrB92/VticxnboZLBnk9ZBoE1HuCtGsrbM5EkHcFD4eHPOLvcVI2+PnVH/ClO4u0oim9XELso3dCgkcGxG+0kWsJP3fhGn84+Jjtwf2I0UbMdx3vSbgtdkaMUo+1aIQzM19yhKY0gkaQ0i8UaexiQo1Tz8mnHreTRYRjq8FhLWU6k3873xowDFJ2trsoT5NNXfxOPk+Ey1LieQXFzIFvMggJo2SmVCVn5iIgvXvScAKlNH7TthiYoY9sZESNjDR3KAqJ7xdMhgFhI0UIqPkZrioZ3mzPimiRHVqXUI4UjYcHxLFnWz6w/fFrq4dsD1qM9qK3TpaBoJMQ+hm+W1CUtq/Z8UqMo8m1j64bVKMADe7ahE40pdSSNHcYHtUxQiIyAWGJmTggsbsvwip+GN8m0njauhga5hrGIrdtK/cSVVFaExAnsbv4QhtKz/ZxGzkrpDFLgIXB6ybkezUrqhDYmQTbDmVVNFSUo3NJ3g/IlwvCfYVz4HIYNexzE9ua0b4y01MH294hz5i6hZKGfhaSl4rPrlzhlfE6edlCSc1KY8TE99hOOxhtS+zOuZj0KERNJEnh0PQTUu3gyQKJYZgHdP0pjixpuTHnG32bgKc1ytWU8ZqPM2ng9RzkNENms62WyEcUGpkU1jgESNcjsqZNfmVu8EaatKUoAkHWEkzWDe21IU8s7nOc1Lk7ihgvB3TbY5pSs1Yf4kjNteMlK6NSSp5o7vFzrStsZQucFA16RQ35KcOVaINwW6E/PuJcc2KdgqThYvsYgGEW0PQSrtWXmEx9nl7fpebkHCV1lhtjtnptDnsRUSOmHSY81DjhocYJvio4Suv0otrcOCQuXPILCiU1LS8mUAVtL+ZKvM4Ly3c4ah8jMTiynOsjO0JzN25yNVulTK0jj+OV5OcyTKxQx7Y3KI+MdeaauVPdS5hFCUVgWFnvsVof8aq/xsnjNVa/HSPTAplasxcRpwhjENOEh/7niPEr69z6xRrr50+Ic4eolvI3Wxc5TBs0nJRBFs77V08DV5QsqaEdrkPiiZJL3oHtVS1DfnrtOv56QcedcDte5I1kDS8saaiURXdEOkuOfVEwLn1aTkxXTVCeYcM/mTvqHeURG76NhextvbiBzHGFtcQOZq58dVIm2uegaDIuAxoqwRMFW3mXXL/1tpdCk86+P8nqXFcr7KZtHFFSGDXvbT5KG1wKDuftFvZ3lnSdCb7MKRGsOz3eSNbIteJcc0jLTXhpaKX51sO+7RlO67T8mCfae2hjj2tYWLON1wZr1s7VTel4MRfrx2zWTuYtG1tJh9tmgbh05+5sAIv+mBV3yIXghKn2eCNZQ2LmcnpT7TEsAu5MuiwFYy6GR3SdMYvuaNaqYvuxb+VL8x7nQORkyJlxi0ckY5TQXInX2U47vDlctPbKzR4tz6pt5EbhBrY9TD+4lqwAABImSURBVGKoyYzEuHx24TX+anCZv+ud5/a0y891r5LKnDcTq7usxekMnSIMWeHwTOcmvizQLcGqP+Cn1m/w8sk5+nGAvlhwqCJkAkXHVqzcnQDWEzzf9n76bkEUlByP6nh+wS8//CItFfP6dI0fDKxKwp1rKzTeVFyrr/D45l2e7OwzyAOS0uUorhO6OY9c2uNg1OAobrB1ZRWZCUQxq2hFmnBbcVzaihDnDNHlPlpL4olHcCGmf9zAb6RWwkoLko6k1kzgjSZ5t+CZ5i7f62/wj5depyYzfv7TV/jz/pN85Zsfxx0J8gup1YJ1S4rModG0Ny9FoVAr1jV1rJo4D49pejmDfo36wpTp3QZuz6H0DGLVXodWzvfgPDbRGIWIpu1d1aWk5ueIZxPSkQ+FZC0Y8Cfjp3kqugsv2JemPtsZuzXqsn3Ysfbgr7fAt+oI6vKYVj3GfKOLE2vkUOP3BUnXeWuWbpZ4FCGUDydkAzs8hXTZ/NOUvZ8I0ArkVPLlgydwV0oe83fZz1v8mxf+mpcG6zSDlFvpsnVOu9WCcwk/cfEW39i5ZBMi8dEP7mkjCPzcGoRsNfFWpmgjMEawO2xS83J6DTszc3evg/JKFtpjDiYztSojEI4dKEPbFolRr4Z0NEWhuHp7DZNLcDRlohCJYuLamz/XLW1Pb+6QjHxUUBC1p6SZg+NoJv1g5tRn7bPvSfYJaazkXGb7ZPOJR+ponju3TT8LGaYBgVvQH9Yoc8l6a0AvCdGeRuSS8K5L2rXKMrpdWKOSicIEGhMCoVUzqvsZetkOY7qqZDL1eWZtl+Okzq29BZTSBGFG6OVcaPZYeHjK1qRNPwk5PI4ocof9gxZuYK+vbiPD9ws8p8BVeh7P5tjHuBphJAhtd5FLO68glMEkClEKmhf7JJlLchLM2rWsf4TKDNoViNImzEUwG4bUYqaTjP1/DBhfY5RhcW3A8UnD6lbPZpp0KVBeifALO+fwGU0x8CljF8crWLh8xFEv4viT9mZRZA5SGTtv9h65L5JkgaHpJtTDjMeCXa7Hy0ReQuSmHCYNWl7CjtQU3QIySdb3QRmKhtV71EbQy2pkpYOnCgKVk2lrq3uQRPMEWRuBiR3CY40zLZBJAaVGpDn5Sovbv1AjeKqPo0pclRE4Bb4qaKjSagrmHqGbEUlNoSXDNKAOdIKYceEzyT1GexEiKDkZ1AlmE5TDaUByO0J4hvULRwyLkL8YPAnAw+EhqXG4O4ow0tD86X1caZv6ax42KXRsNbDuZEwKjyhI6danJKVLUrqURtLyYj6+usswD9gfRySFw9X+MkoY2/i/V6NxYciTS/tW+q1wON/o48uCUOVzqbirkxU2wh4fa2zxLxrX6WvNVtngq6Mn+V5/g91hE6Oxb3otyKYucuAiC2zTfGal9O61khSBoAx4m1sVtIOYmpPh+znGsQoiotQYrTDNEOm5kGa2ohx6eIOc2pshnIenFvfoZzXS0KHhpPMKcmHe+/bJB4kUNhm7lS9xJ11gzetzJ19gUIbWga30KZG8PFinl4SMZ1u4bywuE6jcti04Ey55B0y0z/V0BcD2I8960QNhhzvuGWN4Qs4NQzSSQOT0yxp/M7rMXtJEYuYW4m1nOk8y7w3cuaLkbtpikNmey6cad9lJ23S9CYMinNuO152MQR6wGgx5ur5Dqm011hUlEsNJUZ874wUi58ujZ9hLmxRGshKMkELT9ewFe8Udsp83eSLaY1p6rHkDpLAueZvhW46AgyLkTtydD8iEKufmZIGlYMw5f8B20mHRH5PNborvJer3qttK2BaXl8fn8WXBqj+YOeT1mRTWQMWVhe1/lSltOeVYNFAYHnIPGemQQGYcFs2Z7rUdCEqMy6oasON0OM7r+E7BKPPnbQHDwj7PlSV1J53Zajsc5RE/Wb/GT7Ykb/rLHKQRL443AMi0w7I/4ml/m9/4EGP03RBA4BZ87+gCm1GP7XGbxxr73BgvEOcuUZCyu7VA0JM4U3BvOWRt+352wpm7XurzSxsvcc7r8aU7n+ZwVOcgi9g1bd4cLjJMAtaiIUYasrZBOPZ6fZzW0QiOpnX273TB0TQXJ4yGIXmhEMuJ1Y93S+pBxngSkHeNHQSShnLoo7UdpqpHCaNrbahrdCjtLhXWAc282EIEhscu7/LaaI3ztT7Xpyt8ffsSy9GY0Mlti+VqTrMVk2aO/QP8tr+h3caUUeJTGonYmBLVEgKnYOJ7RGFC+1KMAYZxQJpaCa/9/RYkCpFJaGeEtWw+IOZ6BY4qqUUpP33hTXKjuD5d5kLQY9kf8829TQK3oOUn/LvNr/E74fNsjdrkuaAMDaKEdOJxlDmsurNWQV+QNhWyMGhPoFJQmb3uyhzKscPnP/ky//fqE4iNjPG5Gu7YJtFOLLnGBf7L2iJLnRFHgwb5YWirgJ7h40/f4vrxIhMTQi753vYFq2zhaAK3+KGx9WGijSSZSbu6Y0nqBUyUnld408LhIIm41Djk+educ2W0hhSGNHco2zbBzXNFrRnPlaNSR9uhPQw6t1VMZtVME5TImS4wgJSQJg5kEgJYjUb0kpBp6hFEKenEI2ik1INsZpQFjluy2Bqzu90FrWw7gTB86+ZFhDB8YmMLT5bs+C2WwjHXTxbp3W3aXZDCtpnKXFDfdqwd+3ox0wYWXFix8pRbwxahWzA5nvXbSoPXyLjZX2CauoQ1mxynhWIwDhiMzlGvWc8JT5U8tHbMzkmLNPPIEwdGLqZWYrSkcBVFrtBa2H7jTmaVJkyJGDu4A0l9B2sNH8Lk4RzZzbjUPeLl7XVQ1iYeZUAJ8prEXvIF+t4msAFRGkSiMI7GZA7FyAVfI1LJSmPEQm3CraMu0ivB1ZSpsn3hs3yk1NjfMXLJpcNeL0DUC7xOQp44eEFOnjmU8XtPfe+LJBnAkSW+LPitg0/hy4LITXGEJlA5twddFloTsvpb1UIpwHMKDHZQD2AlHHKYNKg5+cx62Q6IZFrR8mK2hh2CPQdvmNmqpRAI10EHbw1dRUFKO4hpuClJYc0aFvwpgzxgvTaYSaAppGNouCnXTxZpuBmhk3M4aBDuOBjh0HjhiLRQDKdW4kzXNIvn+/zsyhtzZ7SvH13m9771SeRUYtYSHntsh34SkpWK1WDKZKbU8dd3LgJQC2xfXH9Q5xObW2Taoe1NGef+fMu2n4UMRiF54lBrJkz368hMEhxLJkWL14yYG7GcpDUClZM6dugqnekpXx2tEJcu/ylZnv+xl8LeyDy6kPFKbit+aezaYYXUXpQxzN+4sgAVgxMbjCMQBmRmt1uWwxHDLKRTjzloNSl9iYolZSgRhUb7DkL7GHHv7tKw/GLO1uIy9WczFoIJ52t9PFnYxCetzZOqjxqJZsM7IjEeL9TfnPe1eqKY6/66osRvFaiWJjeKuPTo5yFNJ2UvaxLInO9PHyI3isPMysJZVQrDojtiqj0Ccqso8UNuBjSSdbfHNPTpOFOGRUCochbdEQdZk4ZK5z93z6DE7hLYhOWkqDMqrA31kjdiJ27jK3tnvjNukZQuq94QJTSlkaTaQUvBmtcnkvY9+WeDpzhIIxa9CU809ghkziujdY5LK1l0kEa25zIcWEUXlbCTdaxCRhGijTW2eXmwTqElSeHSDSZzK/NfXvhbDovm3OJZoUm1S2xc1rwBrih5dXKOzeCEgQl5on4XKez5vic1d5zWWQrGVnVC2OPDsbbiiXFRRs/7lOvuEYHIcUVBaTyU0JxzYv6iqPFYbY9Ye7w4XccYQdefkJYeocoZFx7uTIfKkSXDIuSveZSPhVvkvnVFTLTVvC5VzkEanZoEnBDwxMIeocp5IbpJfdHuPqysDPjt7U9ye2eBcxeOOWxE5FriNGKy2MNoiZz1aSqp+fLeEwwTn1JLPKdkN25xqXHEP+jeoV/UuNJbBWXIWgYlDYM0YAAMJiFr7SFuO8H3C+LEJaynBF7OYmR7dcvSDvg16gmT2JsnKyJWdM9P2b7btcPbNyV5JIkbOV5QkByG0AvwT0B8zkozPtbYp6ZSfv3ln0LvB9zJW2jPwEKKkjCZ2Cqg0RC1YkZbTQDGUUEYJST7dRrrQ55f3uJKbxUpbeIlhKEoFWnqIK7VSddy/B0P4xiCA8HkJ2zRoygccDRZamcs8szhvN9jqj3+1/WP85Pnb3E3bvL5C69z3jthpAN28w6PNg743s0NaM4MQxQwcihdQ16TOLHGHRtqhwV5XVIEwlpyx3YruwxAjRX/58qTvPDILV7ZWyOv2+fYJNkQ3ZIU+3WOGjWEFtTHttCRdg2vffNh/vlnv8nvxp/AcQt8ryDNHKhBkrrvHmAfEsaALiUyKJGXUlRhpdSUY81nPCedq2LlWrEQTOin4Vw/fvuwA8JY2/TZzoPRAl0Iq5DglfZvmREEtcwqPQgzk7yzc1CenxOPbI/v9btLKKVxvYJ06mJSSapc4kGACkpMIckSxV7eglza+Z1C0qnHHJUS1y15s7fApc4xLS9BCsNCfUpPRTgn0vYLS9uSNHo6t60CibV23rxwZM1RjpoIaVi/cJeNJ2270va4jZLaangPV1BOOVfSKTJ7I1iGgrqTsXXcZq0zpN2ISf2c/nED2cowhaQYuRTGw22lBGFOOhtULEuJFOCsTMlkjX5n5oLnacTsffry9rqVzps4CGOr68bVJF2FO7FGbzKb7XYEwg7hCWNnBvwCM3Wo3XCZPpRzu9dhvTXA9wqyxEUqgwqsXrbJZ4ZFrkYojZaG4JZPspFhxg5538U4hjR2cNsJWr73opow76Ps/GEhhDgEJsDRaa/lA2CR6jhOi01jzNJH+Qur2L0vOYvHcRqxOwJ+8FH+zg+Js/h6vxtn7Viqa+6Pxll7vd+Ns3gc7yl274skGUAI8V1jzPOnvY4fleo4fvx4UM5VdRw/Xjwo5+lBOQ54sI7lw+RBOU/Vcdz/nNLESEVFRUVFRUVFRcX9S5UkV1RUVFRUVFRUVLyD+ylJ/vXTXsAHRHUcP348KOeqOo4fLx6U8/SgHAc8WMfyYfKgnKfqOO5z7pue5IqKioqKioqKior7hfupklxRUVFRUVFRUVFxX1AlyRUVFRUVFRUVFRXv4NSTZCHE54QQPxBCXBdC/Oppr+f9IoS4JYR4RQjxd0KI784e6wohviKEuDb73Dntdb4TIcRvCCEOhBCvvu2xH7puYfnPs9foZSHEc6e38vuHsxy7ZzVuoYrdD4Iqdj96qrj90TnLcQtV7J5FTjVJFkIo4L8CnweeBP6VEOLJ01zT35OfNcY8+zadwF8F/twYcxn489n39xtfAj73jsfebd2fBy7PPr4I/LePaI33LQ9I7J7FuIUqdn8kqtg9Nb5EFbd/bx6QuIUqds8Up11JfgG4boy5YYzJgN8GvnDKa/og+ALwm7OvfxP4xVNcyw/FGPMN4OQdD7/bur8A/A9j+RbQFkKsfTQrvW95EGP3vo9bqGL3A6CK3VOgitsfmQcxbqGK3fua006S14Gtt32/PXvsLGGALwshvieE+OLssRVjzN3Z13vAyuks7X3zbut+EF6nD5qzfk4epLiFKnbfD2f9nDxIsVvF7XvnQTgnVeyeMZzTXsADwD8yxuwIIZaBrwghrr79H40xRghx5nT2zuq6K94zD2Tcwtlee8V74oGM3bO67or3RRW7Z4zTriTvABfe9v352WNnBmPMzuzzAfB72C2h/XvbC7PPB6e3wvfFu637zL9OHwJn+pw8YHELVey+H870OXnAYreK2/fOmT8nVeyePU47Sf4OcFkIcVEI4QH/EvjDU17Te0YIURdCRPe+Bv4J8Cr2GH5l9rRfAf7gdFb4vnm3df8h8K9nU6ufAgZv22b5ceXMxu4DGLdQxe77oYrd+4cqbt87ZzZuoYrd01jgB4Ix5lQ/gH8KvAG8Cfzaaa/nfa79YeCl2cdr99YPLGCnPa8BfwZ0T3utP2TtvwXcBXJsz9C/fbd1AwI7Vfwm8Arw/Gmv/374OKuxe5bjdrbOKnZ/9HNYxe5Hv/Yqbn/0c3gm43a29ip2z+BHZUtdUVFRUVFRUVFR8Q5Ou92ioqKioqKioqKi4r6jSpIrKioqKioqKioq3kGVJFdUVFRUVFRUVFS8gypJrqioqKioqKioqHgHVZJcUVFRUVFRUVFR8Q6qJLmioqKioqKioqLiHVRJckVFRUVFRUVFRcU7+H/oMwA0fwJzpQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=[12,6])\n",
    "for i in range(num_PC):\n",
    "    plt.subplot(1,num_PC,i+1)\n",
    "    plt.imshow(all_data_dr[:,i].reshape(-1,c))\n",
    "    plt.title('PC'+str(i+1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### EAP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [],
   "source": [
    "scaler = MinMaxScaler(feature_range=(0,255))\n",
    "XEAP_pre=scaler.fit_transform(all_data_dr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [],
   "source": [
    "import siamxt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [],
   "source": [
    "def filtering(img,area_thres):\n",
    "    se=np.ones([3,3])\n",
    "    res=np.zeros([np.prod(img.shape),area_thres.shape[0]])\n",
    "    for i in range(area_thres.shape[0]):\n",
    "        mxt = siamxt.MaxTreeAlpha(img,se)#max-tree\n",
    "        mxt.areaOpen(area_thres[i])#filter\n",
    "        img_filtered =  mxt.getImage()\n",
    "        res[:,i]=img_filtered.reshape(-1)\n",
    "    return res"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [],
   "source": [
    "XEAP_pre=XEAP_pre.astype('uint16')\n",
    "area_thres=np.array([5*(10)**i for i in range(4)])\n",
    "length=2*area_thres.shape[0]+1\n",
    "XEAP=np.zeros([XEAP_pre.shape[0],num_PC*length])\n",
    "XEAP_pre_inv=np.max(XEAP_pre,axis=0)-XEAP_pre\n",
    "for i in range(num_PC):\n",
    "    thin=filtering(XEAP_pre[:,i].reshape(-1,c),area_thres)#thinning\n",
    "    tmp=filtering(XEAP_pre_inv[:,i].reshape(-1,c),area_thres)#thickening\n",
    "    thick=np.array([np.max(XEAP_pre[:,i]) \n",
    "                    for j in range(area_thres.shape[0])])-tmp\n",
    "    XEAP[:,i*length:(i+1)*length]=np.concatenate([thin,XEAP_pre[:,[i]],thick],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 36 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=[12,8])\n",
    "for i in range(num_PC):\n",
    "    for j in range(length):\n",
    "        plt.subplot(num_PC,length,i*length+j+1)\n",
    "        plt.imshow(-XEAP[:,i*length+j].reshape(-1,c),cmap='gray')\n",
    "        plt.xticks([])\n",
    "        plt.yticks([])\n",
    "        if j<int(length/2):\n",
    "            plt.title('PC'+str(i+1)+' open'+str(j+1))\n",
    "        elif j==int(length/2):\n",
    "            plt.title('PC'+str(i+1))\n",
    "        else:\n",
    "            plt.title('PC'+str(i+1)+' close'+str(j-int(length/2)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f1fcfe5fcf8>"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=[12,6])\n",
    "plt.subplot(1,2,1)\n",
    "plt.imshow(-XEAP[:,3].reshape(-1,c),cmap='gray')\n",
    "plt.subplot(1,2,2)\n",
    "plt.imshow(-XEAP[:,length-1].reshape(-1,c),cmap='gray')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### SVM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.svm import SVC\n",
    "from sklearn.model_selection import GridSearchCV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "number of training sample 1342\n"
     ]
    }
   ],
   "source": [
    "scaler=StandardScaler()\n",
    "X_EN=scaler.fit_transform(XEAP)\n",
    "rows_num, trn_num, tes_num, pre_num=generation_num(FLAG,labeled_data, \n",
    "                                                       rows_num, All_data)\n",
    "X_trn=X_EN[trn_num,:]\n",
    "y_trn=All_data[trn_num,-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "C: [200]\n",
      "r: [0.5, 1, 2, 4]\n"
     ]
    }
   ],
   "source": [
    "#Fauvel 2008, Spectral and Spatial Classification of Hyperspectral Data Using SVMs and Morphological Profiles\n",
    "C=[200]\n",
    "R=[0.5,1,2,4]\n",
    "print('C:',C)\n",
    "print('r:',R)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Grid search CV cost 7.237112522125244 secs\n",
      "Best C is 200.000000, Best gamma is 0.500000\n"
     ]
    }
   ],
   "source": [
    "grid_SVM=GridSearchCV(SVC(decision_function_shape='ovo'), \n",
    "                      param_grid={'kernel':['rbf'],\n",
    "                        'C': C, 'gamma': R},cv=5)\n",
    "cv_time1=time.time()\n",
    "grid_SVM.fit(X_trn,y_trn)\n",
    "cv_time2=time.time()\n",
    "print('Grid search CV cost {} secs'.format(cv_time2-cv_time1))\n",
    "print(\"Best C is %f, Best gamma is %f\" %(grid_SVM.best_params_['C'],\n",
    "                                         grid_SVM.best_params_['gamma']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean test error: 0.867(+/-0.010) with {'C': 200, 'kernel': 'rbf', 'gamma': 0.5}\n",
      "Mean test error: 0.811(+/-0.015) with {'C': 200, 'kernel': 'rbf', 'gamma': 1}\n",
      "Mean test error: 0.724(+/-0.027) with {'C': 200, 'kernel': 'rbf', 'gamma': 2}\n",
      "Mean test error: 0.601(+/-0.023) with {'C': 200, 'kernel': 'rbf', 'gamma': 4}\n"
     ]
    }
   ],
   "source": [
    "for mu_SVM,std_SVM,param_SVM in zip(grid_SVM.cv_results_['mean_test_score'],\n",
    "                                   grid_SVM.cv_results_['std_test_score'],\n",
    "                                   grid_SVM.cv_results_['params']):\n",
    "    print('Mean test error: %.3f(+/-%.3f) with %r'%(mu_SVM,std_SVM,param_SVM))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "number of training sample 1342\n",
      "Random number generated Finished!\n",
      "第0次实验，模型评估阶段完成！！!\n",
      "number of training sample 1342\n",
      "Random number generated Finished!\n",
      "第1次实验，模型评估阶段完成！！!\n",
      "number of training sample 1342\n",
      "Random number generated Finished!\n",
      "第2次实验，模型评估阶段完成！！!\n",
      "number of training sample 1342\n",
      "Random number generated Finished!\n",
      "第3次实验，模型评估阶段完成！！!\n",
      "number of training sample 1342\n",
      "Random number generated Finished!\n",
      "第4次实验，模型评估阶段完成！！!\n",
      "number of training sample 1342\n",
      "Random number generated Finished!\n",
      "第5次实验，模型评估阶段完成！！!\n",
      "number of training sample 1342\n",
      "Random number generated Finished!\n",
      "第6次实验，模型评估阶段完成！！!\n",
      "number of training sample 1342\n",
      "Random number generated Finished!\n",
      "第7次实验，模型评估阶段完成！！!\n",
      "number of training sample 1342\n",
      "Random number generated Finished!\n",
      "第8次实验，模型评估阶段完成！！!\n",
      "number of training sample 1342\n",
      "Random number generated Finished!\n",
      "第9次实验，模型评估阶段完成！！!\n"
     ]
    }
   ],
   "source": [
    "Experiment_result=np.zeros([categories+4,12])#OA,AA,kappa,trn_time,tes_time\n",
    "kappa=0\n",
    "best_trn_num=[]\n",
    "best_pre_num=[]\n",
    "best_tes_num=[]\n",
    "for count in range(10):\n",
    "    rows_num,trn_num,tes_num,pre_num=generation_num(FLAG,labeled_data,rows_num,All_data)\n",
    "    print('Random number generated Finished!')\n",
    "    X_trn=X_EN[trn_num,:]\n",
    "    X_tes=X_EN[tes_num,:]\n",
    "    y_trn=All_data[trn_num,-1]\n",
    "    y_tes=All_data[tes_num,-1]\n",
    "    \n",
    "    SVM_model=SVC(C=grid_SVM.best_params_['C'],kernel='rbf',gamma=grid_SVM.best_params_['gamma']\n",
    "                  ,decision_function_shape='ovo')\n",
    "    trn_time1=time.time()\n",
    "    SVM_model.fit(X_trn,y_trn)\n",
    "    trn_time2=time.time()\n",
    "    \n",
    "    tes_time1=time.time()\n",
    "    y_pred_SVM=SVM_model.predict(X_tes)\n",
    "    tes_time2=time.time()\n",
    "    \n",
    "    if cohen_kappa_score(y_tes,y_pred_SVM)>=kappa:\n",
    "        best_model=SVM_model\n",
    "        best_trn_num=trn_num\n",
    "        best_pre_num=pre_num\n",
    "        best_tes_num=tes_num\n",
    "        kappa=cohen_kappa_score(y_tes,y_pred_SVM)\n",
    "    \n",
    "    num_tes=np.zeros([categories-1])\n",
    "    num_tes_pred=np.zeros([categories-1])\n",
    "    for k in y_tes:\n",
    "        num_tes[k-1]=num_tes[k-1]+1\n",
    "    for j in range(y_tes.shape[0]):\n",
    "        if y_tes[j]==y_pred_SVM[j]:\n",
    "            num_tes_pred[y_tes[j]-1]=num_tes_pred[y_tes[j]-1]+1\n",
    "\n",
    "    Acc=num_tes_pred/num_tes*100\n",
    "\n",
    "    Experiment_result[0,count]=np.mean(y_tes==y_pred_SVM)*100#OA\n",
    "    Experiment_result[1,count]=np.mean(Acc)#AA\n",
    "    Experiment_result[2,count]=cohen_kappa_score(y_tes,y_pred_SVM)*100#Kappa\n",
    "    Experiment_result[3, count] = trn_time2 - trn_time1\n",
    "    Experiment_result[4, count] = tes_time2 - tes_time1\n",
    "    Experiment_result[5:,count]=Acc\n",
    "\n",
    "    print('第{}次实验，模型评估阶段完成！！!'.format(count))\n",
    "    \n",
    "Experiment_result[:,-2]=np.mean(Experiment_result[:,0:-2],axis=1)\n",
    "Experiment_result[:,-1]=np.std(Experiment_result[:,0:-2],axis=1)\n",
    "scio.savemat('EAP_area_svm_result_'+str(FLAG)+'.mat',{'data':Experiment_result})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.8422588974963512\n"
     ]
    }
   ],
   "source": [
    "print(np.mean(y_tes==y_pred_SVM))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_pre=X_EN[best_pre_num,:]\n",
    "y_pre=All_data[best_pre_num,-1]\n",
    "y_pre_SVM=best_model.predict(X_pre)\n",
    "y_trn=All_data[best_trn_num,-1]\n",
    "y_tes=All_data[best_tes_num,-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([], <a list of 0 Text yticklabel objects>)"
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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DGjNOa0xOfFF7zq8ltPjmzHKs0l9MmkRzFkEyzMI/8il1hrog5/jcc6zzEBnDKdZf1Tclpdsr4ZzYIsiN8RYq88umtpiViy8XHvMWSJNT9TCeNFeHwk3y/P7+uXAYyq8s7pNiuM8O8YVS6zNT5lNBmAwAAAAAowbKUIfEurwPXS1Ch3qw60z+1YLmB6aaxu5djbveYXuTUsXJVIQchbrE4bKJuS2OtXDPORIKPubiFIUEg3jbfmTaMfi9iylFvSlCxTx4DtdfeZ2ISkUiFhKTqKGoT/Rj5BZ2dJ/LNauGx/iY/rzkY19hccb5i8Ztk8Zwonp40D9mDhxCWxw0K0dEcUXI9SgTFalrafeBXmVdAWUIAAAAAKNmB5Sh2aYnkKSqcJsNouGrRADsIl//qriqvFA8IdpdOOWkSIG2N6SCtJpSo/mBauxNnEfIqVPHzbtNr9mk1Htnki1e8+RQUXGEUZWvvnOLL4bMrlp5gT6Msc6H1MGxY6ngKUqQ9OvUSji8H97PGbcjx55esHUf2VE5T6kSaceWxEoHpKg5XaKZuNumyucCZQgAAAAAo2YHlKH10KWnhlUiKEQArJ+UzKylt0e/NreHU1dYkXEtOGId7kWDV4026fOpBRlZbWL1aXFAteayUiliP8j0d7ZyHqlEaaqRXzog5hmKFdPLxT+vObJZx5UeoOvPv05ERG8/vLmcX6YfiHFp8eI599kmNuF18/KKNmrfkdh3oZIR5yldaumAU/rYXaaHxdCs+0O25O+3eLGx6uILFawByMDrHUVHk/qY4of2/iun3eKHcYsjJXRQWRBETNI5i6BOKF4rh5b4cSX8USyYjC1e3wflwkqrR1QL9Sn45QUq9xMWUTFcGYRLtnxd54qND24u53jWqCZq5kVzqzJeI6Xici48J16MuXkQRfusacfxF3CxbvKVXmHKAqlpvxiTw3o4TRqvhwTCZAAAAAAYNcba9CqlxjxjiX7S43QAAMPip2Tt0zVLFv1wxhibYGVuZLpnnQLCV7mzxKvcqxHFhE21qaGvFFKuwp2pt1Af7MuG7j+zVIL+zlQVsJcorgxd9YsL8rHvLmheVKX25zSleuhQKkMzr/CfFp5LSe3eNrpQndjE3TbUJ2mjFuUa8CWzjhSkKdHCWtsoNUIZAgAAAMCogTIEkvmt/TC47XvmnaT9/HHaMWPH0ti2ru7b1V5jHMqQbzCeXrOV3mBEJPxEynMktmnP+WOPKMg80husNs+I0hQ7jnbM3P26hNUi9g6lzGH6wNbaVDDsuyEqvTfae2W/LPxLz5Xn/YV9rbIfz42o7Pcmj09E9PaJm+6++2yU1hla0UM3lw7Um3USVYoSFVNf0fss8DyRZyYv/pZUf5W/H5QhAAAAAIBm1qsM/WjWft8cfu6fZ03nHQSz3o7chTKUQq4yxGyLQgRlaDNoypCvtGi4dgm+UiTQMqS056IEFCV7w7RvCbIifpNaezitvR6tbYmfDbY4qCosRPUMsgoXlll31z97PXrVH8NXeFxGXAPBTMHEMdygV36nYtlrzLYpQzFiqlHM8yW3xTxDUnULbXOcNUnKEOoMAQBGiezXNSWvnov4IbN/XPzY71fHqOyX211qt9zGaMcIHLe3hdCeVz5ALEpqi5miv5ox87KCdzHfWFkBZrpniS4Vx/YqXpuDuVv8MM6A/dDSnIow17VqzaPK8b3+XvOzphYeW9CZ8AQL/EVOCG2BFIU/22JB7Qz4Habmp9JHWQDGhQGV0DAvXGJmd94mU/K1Wkuxfmr+ttQiDQiTAQAAAGDUrK4MzWbpY2T4al0hM7AT+KG2tqE0AKIUV7JTsuWVKHdXv1Af53detweGDAUUJGmu9szYlV5orND4yk2XaMcWBSFratSlYtseEd2thrW495qssC3DanxMJlql+6DaQ21+1tRS/50KFGF6zVZUoiVpas7KlbH5s5VVpgtFaPHNUp2anChew531h8fWoUa99u5HwW0yjBVSeBYHdUXIff5KyFEeJxZCiwFlCAAAAACjZj2eIV89ms3qJmcoRSADVop2XSH6T/b/Bbf9tfmDNc5k95jfNRXfUA2pEinPh3BqUeF5qBiOQ76gVJN1V2imZQXNQM2wb4aVIan4sMfofqHGLF55tXZs3o+InNrEqtqcRImDghSzbCjVPodVe6UtPquqP4tvziT5lYaM1tE+lw/tdSIieo2WqtE75m333K0P3iKiqh8spOzIkgoauYoQA2UIAAAAAKNmM9lkUimCnwh45Kbi7yIxRSg2BmpROlFVKBGnhnA2lFZ0UUMr4Miwd0fznnRJJJvMhxWhSgp5oeywCjT54AtavHtG3SapKEIearPawPupeU+ckiQ+B273saD6XPqE/UFDo002WepY/hxY8Ykhx7DH6MN3y+dYLfK9X22VnyY2n1qPEBoAjpRFUNv9x75QevSHE5r+sOM09QvKgkLreO8TS8/PGdMzNbPzQX2BUy5uFkTvFveCY+LUeqntr/Dj1+L9M5dsvT5UURKgy8WNM1I//KI+hzdFraqPu//h78pALdPoObyVsghKxTdh87HfMW+3NknHQJgMAAAAAKNm88qQD0JoYISsqgi1PcfY1SK1b9gq7E1EeGsNKfKrEAiLyRR5bdv9SIo6Fy1sWyiS9+MO9/OzJmiSJqJwVXD5eWa8/4tvzhB9mjx8daZEZl7tLJ+iBpk3bS+qUYiYgfq1dz+qhLdCvGPerjxuqyJ9aK87E7ZUixik1gMAAAAAtGB4ypCElSGpFsFPBHaMdahCoMS1erhgu1OEGHk8pcVErMs846d299WOw2+5oW3zU+rNwTzadiNK8X74hSor53lSnOdn9dYb/pV+RTVik7n2eSaWEWDYJL54ZQ0G6JYf7TpVISJdFcoxS+eMa4NUg+znheeL/9YifQclUIYAAAAAMGqGrQylAD/RIEA6fD5QhDYDp9Q3Fl3sgbl3lTqV0sCavUVaIUX5fGisv12qRimtNmrlCIiIqCi6+Ea19QZRmvdjlSKLG+XsgujBQD1lDfSp9GQjMgc5E9EV7kw8xPYvhiR+CA2MCvObK5ueAhgwp/9hQbf9BVDXBmqN4hzTa5auv/s6EZHrqM5G4c+I6Or+cl71atR5YZ5ccsJwcmwszCb7nAXPI3qc1RZkv1u+B7Fqw6k9qobMwr5Kkw/q6fVDhlPq2cScC5ud+15McZmG1LAuwmQAAAAAGDX9da1P6WYPwNqYKY/95+rjtfAf90Ozv7yafHbzA6hWQ0FWOeaw1YT7iB12rya40Njl4p/CS0T0klZ9mbxQGlMoL2q3+zWjqUU5apOayn+tvFtTeI68W6oard1zZ4VRfsiwKvlxeIgrcHh2+Rnbw6lTz/i1u+rb+0SL55fm7xeePqoe540yaYD3mzwpNt5Tzvu7etjSve/Pl0/lqD19KELa57/INPpDGQIAAADAqOnPMzSbDUgdmiU+twvMBnosAIbF5FTZp8ldRe4Vty09RJopWz5We281HVNYQF1qfqECqe0j1qQQaWn3bcoAaPvYPy5e03uKqnO3/vp89cweTkuVbwBtTaIU83PqT4G9aMj8m6oixNx/5TTZp8V7dLl47ZeLMdcmNDla+pC4V5xTiMT32nlqFEXIzaH4HOjz8m9E82L5xQ8HZa5OBMoQAAAAAEbNbmWTZTEL3Afbx2zTEwBbCKtCEvb3TI/aFWTs259ST8239ewzJZMrm4xjrOoZih3THpq6AnW3+djLfZZz95vGEpWNY7VtObQ9jjVLpWZySKWiw9s4s+6viOhAf/+jjW8vL1zxSnq6vLn/TFFI8t0zrjmsobrqFMoQNOesS1W331neLhSRc1OKEPulNO9QKtuxGMoNt3njv2svufu/Nze0HUIHyjsvAGAnmB8bmlL3C5vgYkmGctjgypWyIynkcnHkh9Aq5NQwOl6Ux+BaQEdiW4Suq2XL43V5bF4sxPqspdB2MWXs6eL8RItXqscwZvXXaU5WjyHnyYsZNzaxDLar8nyy+w71KyMuXPjvwL9waAJhMgAAAACMmu1QhjpEqkREIaWImQXuAwC2jW/tEU2eLR9rYTJGVXByCzQqRt8arLyIY7pKzUdhZUqqRZpK5Mbx6/DnkqoUJSpC2wYrJ6uGySQvfLoMfXFvs1WxT6Y1hafNMYioEi7jY/I21w/u5DxYlXzoyGKbLtTtvvvoTQYAAAAA0MjolCGfZj8RM+t9LlCfAOiPr4/jalCFI6orQLmGat+EfCFNjaml+Tfge4oqV8l3fcO1ojTw62IVSJ1n+ZzfY6wr0/Q66VIRYtoqQiEz9KqqkDyGU4iofO3sl+K0e6lEbatCJHGeu8TxUIYAAAAAMGpGrwxJ8vxEfTAL3AcArJVVGrf6PpsURejuwo3jYnjzA76yzctqi2af8XXycVhRmr5f9yNJDG9/sLxZnF3eShVhSCpRTvr7C08ftfYTpZyHVRhOdV8X8nwpc6gpQu+1Kxi6TWAxFCE9hNYHs4bHAIBBwgupuxn7JIbQfOZnTVZ3dg6TLeyrNDdeCE05jkunPlum+cv7kmpft80brtuE7+4/c7p1CC1nv8mJokL0N2danSsXXqjZw2ktnMeLIr+PmcR+Ymhxsr/5DQGEyQAAAAAwaqAMZSI7la+3E/kscB8AkMPkVHk/ZKi2B6ZdB/sjyjZMh3BFFGNjElUh7kxu7xXhj0+JqAjHsVIglaJf2NeIiOjthzdr5+Fqv9eff716Ehla3F++dtdR/YJNKzXQIawI9WGWbourBJ2gCHWaWl9gTs6JCoO+9r74491+P7MuLKqFTncBKEMAAAAAGDVQhlZAqkRE61SKZg2PAQBNxNLsFwdEdKHFQY8XKytCfeBSrJVU6Vpq94WJU4nmdKuySSpErBrxmPll41QjN55bIwjzbbAQ5Ahw3h1uByJMzLL4obxdF5rJ2rEvfGPFZ/wafbS2ua0DKEMAAAAAGDX9KkO5DVa3nGH4ifoYD8DuIBUhp1IceYPaptbvTUrFY4AKkcQV1vNUiooqcG95w4Ug52dNzU9UYb8cR1SqCNP3bNkuxBV5FIUcb1QLOUq2saijRCuqqKW1pyhBmqIU62CvNWx1qfWRJrW1+f2svMs+sA/fHVCjVgXXSNa8nTR+5cWQ/durzYPWjPnLdS5EdDYXQkth5t0CME64mjKbSlMwl6z78a6RcZzY8YmI6P3Vj1XjfHEO5YdXTa0uxnNKvn0yJTJFWMwLoRHVzbX8w6k9J9P2ze+K13ytvt9HrywXX9zdPfbjz9jDqVs89VHbJ6d2UdMY3p7yumQNpFgqfOjcTfv4YTzHfr3MwlBxi6BMECYDAAAAwKiBgXpNbC6EBgDYJlzIiBWiLqJD15YhKakIhdKoJVpvKw4trlqRWIbSNAWJaGnAZjP3pDivPQyH1FSKUB+90m6emgrUNl0/Rf2J4cJkkRBX7HwxRemFp4+i34lNK0LvFOGutspPE1CGAAAAADBqoAxtgOH4iWYbOi8Aw4eVmZo/6Hg9KeFsOM7tTabiGcKlAhAz7vrp3ksWxbzmtbHmuUI1Ok5XEeaX6y1FXC+1Y5GuX5jcy2KY4c+hohqdT56KiqYC5XiGNDQFJsVALT1DKZ9bzCflq0ZNSiF/Rq89v5mU+r4UIQbKEAAAAABGDZShAQA/EQDDI5QxphUu7AO/gGEXVDrLn6wrO8H9kv1FS7WG23/ElCJO0X/R1LPSJL6fiN+X+d1pWRrB30f4mXgOfTRFzc1UYyXJmLoXK/e8umpHweeI9EatPKf7dDqcTXZU/xz6Vmra0tZbhMXQwBhOCA0AsEn8FPROiKTWr4rspVUar+uLEl4YyUWQM1MXr1UulGqvvwiXqYvFIhw43bdlaLCHtasLjz1dbX9eFOXSxecXC/HVjPMitZ7ff1SgBgAAAADYIaAMDRyE0ADoDzbjuuKLAyKla30umqLQNlSjEQ21fWmqc9gTFbqLApNa+vb1518nono4TabkxwoC9vE+MtLQ3IaFfXXldPvQcSVaOI+fk68h9PnNzxqanCqOXVRwH3oF6lygDAEAAABg1EAZ2iLgJwKgYzhd+yiQRi9wvbx6NlBzSv/KqfXvUa2lR5cqEMNeIKK6+hNL4ed+TqC3AAAgAElEQVSx/jGIRLf7Y0Nvf3Bzed9v/yHLBfi95ZTzpBYqzKGtIsT0oQpJUhUhJmSqnz6wGy+6qPFOpO8Yb4vb80ugDAEAAABg1KysDA2hKepYgZ8IgI4oCinKYn2+ApSiCLkWGnI/oTatS10ioooq5K7qn5TP+engWpsGX7GRak70ucw0/doxnivvOl/Qnpemf1Qfw8hMM0vDUzSYvjxDoWPKYo1+a4+JuV1Tupya9tUws8k4fV4qRNpzKaweJvvRbOVDrMTPN3z+gYAQ2jDA+76lSDNvgbawcewnPM8hOLEA4kWQ31drLvO/i87tdDky3w5I6XquLXQYLRQWPVagLk5scWROzokuLD8bvxdaqJ8Zb+ujTtO2wIsabVEUqnW0sK/SC58WIbRz3iL4oljQ31lu67tXWFtq80pcFCFMBgAAAIBRAwP1joIQ2vD5a/MHm54CaEvEsFujUJ0qStNecbumPmcuxHFyeb4ujNRtj5G9312vF1pAKSKqptg75ejlVtMcNLLApXyOKF6QUaqBsvK0e+6gONapQpm7U35n5X2iMhQ5hHCZpK1SBWUIAAAAAKNmZ5Sh/2L/m7v/F+bPNziT4QE/EQD9EksTdz6iiJo0fWBdccG56d7wa79TN1CHMCfnWepNrndoZYRSNPd6bawr/Tu3J1kM39+TovDIbSnvu9Z/zN+mIb1CfN9XiG598Fbj+ZtgFU+qOuz9cb3o2EgvvGCab8w3TiO1HgAAAAAggZ1RhkA68BOl8z3zTnAb3rsdIkG9icFqkP3SlJlQz1VTkVUKPxGrQkT1K+EuWJxc3k4SlKFcNGUiphalZJNp2zSlxPmIGMVP1EfX+i4UIcZXanKbsMbG+6qPPJe/zZpHruXGunFqzwflc7euvaWO6fLvQoLFUCbmB12ka86IqB6+2gQ5ITRtYfBb+2Hnc8pntukJgG2n5SLIpxYia0Ff/9kTeX3BjnUztTTnchiKFx2pCx9/XG5Yp+n4/jEdRQht8qT8LK4UdYn+rnhbr+7ZThdGK1MsiMuK46t3pPfLJvDizT6Zkvlq+b5MHn5R3elBNSzm44fHNkVTmKwtCJMBAAAAYNRAGQIVckNovlq0WaXox8Xtf93gHAAoKEJv9qBegdqhFHvsAxceK8JlsWKKRIpaROFwVYrSs4q52jcU8+NYejkROeVrVrx2VkdeMqaiEhF1G0LL5pgN4fz/7WdERGSfXHXhTUaGOXPCaZMPShXIflz97M2bVn1ebhsDUIYAAAAAMGqgDIFOkUrR5lSiVIVo1vM8wJB49IcTmv5wrhbr4/5hUrlxfpk97+r4eFG21fBbdhwvSrWH23EciTEXqLJtXUUXGc2QnKva9JFCH1I5mnxIIR+RfTKtbXM+midEplCJrp4otnEbikvt/USTE1UPzqpqkzmpKPOFUjSnNL+p+Vm9zIPZL5Sgwh+kKUJjBMoQAAAAAEYNlCGQjJb9lpN9tn6l6McE/xDwmV4orow/Ma49hVN49sQ4Cvgl9ibhJq4iS6vyHOMrQhfW4xnSlJcUhaftftpxcvaTPqGY+tN2bqwSsXfKpcpfWqaYSyae56iJLv1HvgJU+oqI6EFVgWTsy4rSE2osTGWWmFawUmZruZYuGwap9WCQ5CyQNhNCW4Op+mgW3rYf2QY2innOusWPC5MVixx7w8S71jO8qJELHr7P22Jj7m4uTOYjFxm5tW5SzpuziOliwZNyLMZfHBGVqfnzk/zco/jCqGXIs1z41f/f5MVPbVEUWZiYn1l9QVTAix6erf28fMwXCmooOVCBui9Cix6k1gMAAAAA9ACUIbAR1h9CQ9r96DlJRO+X1Z5fNLecOdocFleb8uqeixKyWVqmxbOy46tA2jZ5PP+5NYXJfLTwk2ZWbpNGn3q+dRE7Lys8skhhWZiyPp5T3ad7dbN0rMfXqlTCY7RUd6LqUFFYMRYeU+Hxd4vziqrPrAilKEQ8ZvE4LbzGapUcG6o4Pb9s3LZa37IHtnV/OihDAAAAABg1UIbAIFifnwgK0dh5++FNIiK6bomoSK12JtRCuTGXSj+RZq72kapAKMW68jwrSXczJ78iKf6ZVVpnhBhC+r6mAjH8mhf2VfdZ+kZqCbfOYKwpSzCsvYCj31cvUw1aHCxvpxes2hk+RErrDnvRRMc5TlWPae7Y4OuIeYbaqkJEUIYAAAAAMHKgDIHBsfmUfDAGXjS3iPZurnQMVfXx0Lb5ysdH9NpK82jk2lLx4iyjWMq6nF9XnqEmcgpApo71x2mKED+n+X24YaorvnnB1tLYpUI0VxrCEsWVoom53d17mqAIacpJrahogCSFp8XYIIHmydIz5DM5FEoX+48S1aLVF0M/n618iC74C/PnazrTrLMjpfT+SkFLb98lhlHVGmw7p79Y0G3vP0b+AZM9n4jSu8/HFkEx+Pic0v/iwS36he15QSRITVkPLYpykYsvLVzVpgZR6Dw8JueYPJf7z5x2n6k9LEzAxY+rPTCumjgvcF74tDzG/Ve4qvVyf/5uNYXQyvf2s9q2aJ0hD9XYXCwoTr97n4iIXrULum2qpn23oIuEbGMm6E4WPgqxtPnQtsVBOVdnyk48H8JkAAAAABg1xtr0AkrGPGOJftLjdEAb+lKGulKu+ufHzUNqpBmof2zPhY9gPl/e2emiiz8la5/uRPOi6Qlj58+uoRN3i3CFvPJWQxn+lXlLs6y7Wk4wyGpcf/f1ZXhRzMl+pwy9Bc8buT73VblNw8qVGt68of8psCokkf3OfMM1Y+xpmpj/kD3HOV0t339PmTF3bE0R0nj0wQvpJ9zvTwHSkCn5/nc2t9DilGhhrW0UiKAMAQAAAGDUtPMMxa6EN8n+LHnoJn0226O4+MwGeu6QytNGMQK7ytfHyyvOGNzBeyX1KGD8lNSUGWWfSZFuvHgs/Q+ZnebvFbfni9tChbFkstPsiYjeevkWGTYWe20dYuqPhnstmfulsnpLkXp7jUrhTSoLck7M7fJJrxCnPTTlfl7RzbkxRHuz5X1PPYr5gzTW1SZDO5+qTnnkKEuV4oueQtQXUIYAAAAAMGpGm1rP6syuZ2LtDrPM54mqihFUorHz6PsTmv7HuFrQu58oA1axKi0GuChkair6+fjmEO74SisSPie3psg+tl36a+zT+txzUux7Q2uxEsBXirT9zKElulA84Ma8RRuW6ZGlKwE/kcwkS1GJUgoWVo6fUWCRjsTfxn71fLG5SCWW35WQ14moqij1rQT5jHYxtAtgIZcDKk6D7UT7UVAXC35IrIGktPnz4fOx8bntokjS6yKI+7/dTesq75uk1QVPDpHz2hvGVTi/WpxG+7z9FHs5zmhp7xx2fT48LReKSgjrSgO12a+ez7xpXXhZO0fXi5pf2NeciZ/LUfDjVUCYDAAAAACjBsoQAABsC34IpsEkHKsyHRorx/iKjdyWa5hm/ErQvXe0T1SEmLZKkBZSJKq+T67aczEnc3de63knzcPXn3+diHTlww839W2gDh0/pAoxIQN003z9chK8fxcqkAaUIQAAAACMGihDAAAwYKKtEJ5Mg2pPbBvtTch+qV/RaypN5TgPCvMv1a/cJ4fF+MOi/cRnZfsJrTdY6HxdElJsusYd/0I1fX56V5w3wZQtefvhzeWdB8tbqa64+6eyDlnbP9VA7ZuyU5UoVrdWRf07eLi8mRM8QwAAAAAAKwFlaIMgGwwA0IbkhqRekT9XCDCgCoVIUm9EWw17vjj+06zTdEpXTWZX5sIk6Fuyh1OXTZaC1raF09elavSqzVOgGtkXSlJEqfSJZZLNz5rgsWLb+gKLIQAiuP5jAGwItVfZXtoPRe6ihzFf6RWy7ctplau3jsz0+ywajsmVp/2wYxOxhYTfmb6LxRFXRI8tinLS6JuM4rXztOzHlwrCZAAAAAAYNVCGAGjLUHv0gZ1l8sbydv5JkU79nG2t/jA1FYjKTvSOl8W2LVGEssJjXSpCfahLGWihNFaKOg+fUVUNSukjpiqdPOfCKK7ud7k5TLdKkUcoQwAAAAAYNVCGAGjL/qz+HNQi0CPmneKqmM3KR+1aWUg1iK+kJ09CoxuO9VxR/G9FhWqMmEuW6Fp/x68VLjTKZ8QenIa2HLJXnn8O/g6lqDK56hGPdyUARJq/f4xVWn9AGQIAAADAqIEyBNbMbNMT6Jf92aZnAHYY/8p3umeTFCHfF7R4/kxZBLGlIsQMVRHqJbXeK6jo0HxCylh7UH+vFgfL29xU8jap7pqfiG9/YV8rizwqKlGTV2eVeWpjgo1k98MK0CqeodEvhswPrqDeDwBgK6iFGPbLrvHRStW+IXqD9X9SGGz6frHo4X5j7j1/f1L/Eb5L1TFEZI6K+4EwD1F6r7FV6/C4sBPPxRhXyVlbiHRVZ4hfn2blrpyjIWzXNQiTAQAAAGDU7I4ytD/b9AwAAKAVsvN3VvLz+0STT4r9njlT2RTqBdYXq3SfH0SVaKKV0uL9Hl+cCk5H4r6yj7+ti+7zIRXHXjStjNBaeE17zh8fC1vJ/Z1aJKpp+8pV6Fyp25qAMgQAAACAUbP9ytD+bNMzAACAdhRXvWY/fJUtqW07IlcQcd1KkE+TKhTzAflmZzmmV/9QyBCtYA+nrjP99ELVUzO/bFy7ClY3mPnl7vpssYIiz1M79pEorvhB8Rx/z+7EDca1VHyhFPHr87dp+1fmGTiX1n+Mz2HuCM9Qz204GChDAAAAABg126cM7c82PQMAwI7AXh3z5no7ZLclpWDdUPGVHU3xiSlEvZDhEWJViIho8dnSnzV5+AURLT8XVkPY6yJ9YF3BatDkVCSra5/o0cMX3H2JvWiyPGny+ybPLW+lEiYVIYbH+dsmp/TxPDbknZIKla/CyfIAuX8j27UY2p9tegYAgC1l8vsFzT82buFjxf210ULqlyZUPy15ftlU+oYNjZzQmHxObut1QbTnhcmO8wzUrnq3+IFOWgS1DP1oYagUcsdr5+XXGloUacjFSmychj9nd6zIcVydpBYgTAYAAACAUdNOGdqfdToJAADom8V3J2TenLsr98XjcMozUf1KdmUVKaICSDOpf/Ufk/snbwy4QCGlzamveSel67MS5CtEDUxOLMNj9KB8TlOJmFohxUjRxRQa0++9goVBs7UgFprSkAqRH65K3S+EuWNr6fb+/kTLsBgR0YtmWSxS+zuixPcYyhAAAAAARs12eYYAAKAl7BlKoVJAL8HXEUszjiE9QLUr4TeWN1KzqF0lfzJMRagPfAWsUz9RolfIHi7P5/qJkdJLi8cqPh1fIYoWOox8B5s8QL7Ck/JdjKlCMQVr8Tis8shtKYoQI4tD+sQKOf7CvkZz472PzacjIihDAAAAABg5UIYAAKPg6+MMb8N+uKWBhkxBzlGEJO7KuVCEzDvFMT8pC95pRfGG6Bny/Tra3DRPT+q40Fhte5etPji9/rr9cPnEQ3E+Vn0SvGVaUUKtnQc/538XpadmU0jFx1d9WGXS2n+kzFv7O2V/kHzP3zq99Arxe/iiuVXzEaWCxRAAYJRocr3sjcTkVOzV+jXJH41QiEA+z4sgGULjedkPi+c+KcfPqbl+z7rJMU7LxUrO3FPDZKH6Rqvgfmgf3CyP64WZFpeXt6kp5aqZ3w/RFsbopvR9f8FRmZvfDb5lZWe54GFiFxs87qNHy8WKTIP3Q8SaKVuOD9Xbmj6wtTBZKgiTAQAAAGDUQBkCAICC1AJyPk0GUx9Z+NGH1R86XzzxuAydffRxEQL4ZKlMTPesM/9aqhYs7AvzXDH3L7sJ02h9yGI9ylLVo9A47Zip8+TxsUrgHKbRurJr+MeS4TI/PNY2NFYxbrMS5CtEEWKmZc14zWPNg3qKvFTVtKrU2n0iouvPv+72999jObdamBqp9QAAAAAAzUAZAhnMNj0BAFrzrT2iybPl4yYzdagLucS/Wo71TUpt2SD9QETFlS53R/f8EPNjQ1PqziDcxOIkkX3Sn3E3pvZo3p9Ub5Hcv0kNSpmD+apa2O/686+XnhavU3yTAuN/h2KFQBn53cpRjeSYlAKLUpnKaadR6WkW2CbnoHmGavMsjNPXxbRr751IYHBzT5wzlCEAAAAAjJqdVobsL69uegoAgIESyybz74f21VoFxArQxc7NV8D+1a79jmjGWtyanxWXx0eU1Xl9VSZPwtukUpObFcbEmrf6xLw/9sm0puLwrWyhoc7nq2bFhKl8VtduqtumDyzRx+FjxPxHtbkpKet9oqk4TK3FSCIpJStif0cyq4xVIi2NPrcdx04vhkC3fNdeWvkYvzc3OpgJAP3QtEDyn9MWRbHwmL9Nq0nD5tC3T9xcPnFyUTcBv1z8B7/BjvX+gkcajHNM3LGO9tp5UufW1khuPy9+5M+160VXC3Md6Wno7nwXS7Nx5fGdumlZ7s/fq03VG0pZBE2v2WAftkpoUUErc5FCLd0+cT+EyQAAAAAwaqAMbSHmB1c2PQUAtpamcJVPzEgdU4g0/CrDklpvsr2by+cHVFla0qToEHVTALKNymROzun+M6eXT36VcbIjIrOfrwipPbESKpFLfIXHXjREEfUnp9fXxhAFHf1w4IvmFs2pCG8pr8FV304wlDOTQ+XJg7R9oQwBAAAAYNRAGQIAjAKtN1nM3+OPSVGIQscgau5Zxduvv/s6ERHZp5vtPdUFsV5jbts9KgtMhsbQMq0/BLckccbyB0STh1/kTzixNYVTaorPenL6lvP8xIh5h3JZpyIULWqYiWYY1/6mYorQ9ILXx+1u4bO6ZMneQDsOAAAAAIBsoAxtMV1kd8VA5hcYK219RUSlwsNXtjGfECOLMH707mtpk9wyXPr7tcnyMaewn6O6r6dIf6+kuTekxK+T3HTynGMN0R80OZX3mlOUpFiLj0beX95wiw4qDjM/NrRI9Aj5YDEENkJXCzks2EAqfgXqGHIBwwsV7QeJn6vI/F6opbIoSqhK/Nabhan0r9LmOkTYvPzC00fuuYV9tfJcTj2fXUNbWKw7RV6r+txVLaGUUJpWLVriSkxE0u9j585daCFMBgAAAIBRA2UIADAK2EAdCzXIbvJO9Ykc0z+WebMu/bur5COKKkJ+BerprW67w68Tp/4II/TE3Cai0uw8pLDXJklRhHzzfpfhskrPvMBcZMXrVQ3Ukph6w1WlOf1eOy+rRi5Fv+GYMaAMAQAAAGDUQBkCa+P35kbvpm8AQmieIf9ql68qpRrkF3/T1CXXOkCkA7sxDV3LGefh4CeO19dzrC9kanwllR44ctQeza+2LlN1W0UoRanxj63tE+tpxv4irUdZKlCGAAAAADBqoAyBteJnf0EpApvEv8qs+HuY/eo2rVhc7Oqcs9FSiy7mtB9YFy477NNHtQKJKVQapxb7z082dy8fA22VnXWn2ad0m4+RUmIiRUWSWWhdgsUQ2ChycYSFEegTvwK1/A+V/xPmHxi5cGmbXuxjPza1BZGsL+RS+PnxgHqSuRT5FgshIq8LvagS3TXuB1uWMdhRUqqnd0kt7Jvy/h6lLYL4mNrfpIa/MFslPMYgTAYAAACAUQNlCAwGVomgEIF1IOV2vtVSi134SqgOrOL4SpJmoG4Kj40N+3KhtPVQdFENc3aEvWgqpRckXVakTmXdYTK/r5rZD79mqerUiid2+Nm0rmCtAGUIAAAAAKMGyhAYHFCIwLrw/UCy8GGoS/38snHdyn3Vp9Kj7E6eSqF17t52XD8yKn1DbMau9SPrkh78QlL9iakiu0pb75xfPFFDU/R8r1HfiQVQhgAAAAAwaqAMgd5BM1UwVFiN8ZtWSnyFSF6x8tWq9Ac5P0mCIqT5iYaYWt8WLSNONm9tw6op3ttC5bs0AGKK0Krendj+6/qcsRgCnYAFD9g2tGq+SexTvMdYS8O0n1ov+3rtAu71HBav51y742xyERQKFdmLpnMT9RAWQrKOlr8IlY/5uevPv05E3aS6M9pCKaVitRuTuFBDmAwAAAAAowbKEABglDSpQaHt0lxtvL5l8mpeS8OOqUZ+1/pdUYR2kVpY9VR3xTlXReud1xZ5HE6Rn5twmPKt00tFyCQWT/TPI3sF5hRdjI5pPPsSKEMAAAAAGDVQhsBKwCsEtg15FepfQUs1J6QMTR9Y5xlyqk8XV+I9FArsmsVJosmT1Y5x/5Uitf6D4oktaZuhFeSUuO/OhhWiPooxLh6XPiBWiOhhfVyXrzlU2kLit9FZPCaavFHc/yTvfFCGAAAAADBqoAyBVkARAtvGt/aIJs+Wj2NX0OaODSoBTQoB41LkU6/Ut0AhmRwSmee8TKov87KeJi99sbwz8Ncb+5z9Mgv2Y9Mq+2t+1iR9P2IlH/wxfbfpYF/Q23duuudCaliTX8jPTJP7cVZl6HVq2yan8hUhBoshAMBoUatL8zZvrDRr+gZa+aNY6+EkHvMPZkr6/SBT68/nL34Y/3W47vUDR1tk8P226e9uoZW4cFl3H7IU5GKx9nfUYc8wjVAIbXIqLbymgTAZAAAAAEYNlCGQDUJkYFfIuYqUV7smIO8ThcMrqebS6d52KCZjIVeVSfku+erhtrOqcqUVUQwdU1PoGJkU4bYlKkRQhgAAAAAwaqAMgWTWrQhBgQJ9k+MrmBwW+xwohs/Ca2Su2boviFPmRRuPWP8xVobsjWGqBtx1PqXHWMz3xO9BX+01Np3iHjv/rihCRHqJCu0z9f9mphfqHjxHS6VJzsO972jHAQAAAADQDJQhAMAo+Po4P8NEsjgIb2PViM4R0cfLu04hulMqRL4aIq+WOSON3iueON9+rn2S03VeKkK+SuRe78DJ9fdoXhdfJZJqUcpx/ezDITVxrdz3i5FKvPfF/k9DdLG6/6reI/m+5rbjMNamfyGNecYS/SRnbgCAreanZO3Tzf/P2wHTE8bOny0fmzdtfcFSUFmksJz/fn1b7RwPbK1zt6vYS3ndvN0CS1kUca2ftmnubTEn58FUf17saMh9FieXt8nhMb8yd6Q+UZehsbahLO2HPTSf2Dkq30+vz53cFtuvK7SLiNjnp72u2IVIV6UDFo+VeZ01C2tt45oIYTIAAAAAjBooQ5vkaNZuv/2W+wGQze4oQ2eMsbeprvSE8K9uZVd5p9oo+OG0qehsz1et9kPlyrll5dxNwUbv+XH9tfj9y848s6Avnk6IqFSGmFftgm6bibtPRO4xkRJO66FydUUJfJAXFhsDMVVHU4hSqnd3WUhSzs8PQU+JoAwBAAAAADSxk8qQfeXqpqcQxXx6ZXkHyhDZ7w/7s1oH5jdXNj2FCLujDE3/zNj538SN0LGrXM2c2XouioGau20PHVawXHHIBoWtMwpFyF3xP7D1tijy8zuq7pfLtihDvp+oD2L9wLo+foiU86reJihDAAAAAADNILUegA1jv3914OrQbvD1r+KqEFGpOkwOicy55RW3f7VpLxrXjsPfb3rNRosJ8jhfWdoWVajCGhQh6bNipKpmPH+PVPFihS39Y20bMmNsHWn26/L3pO7XBzu1GBp6eAyAEBwuxKKofzTzszks/lO+W4RdDojmVCxquCL058UP7a+tK17iqkSLOkM1A26RGv/Rx2WKvZvLNi6CCtyir4d6QXIhc/r5+0REzoBN95Y3ckEaM+XmLnhWDY/F5tJVSEvurx3ThQ2Vz2bVc3dpgO6ju72sFJ8DwmQAAAAAGDU7Y6DeJlUIBuoSGKh1hqMQ7Y6BmlPrmclhefXoq0WLgzIFn9UifmwP6m8HK0sydKSZe7WU+m3DGajXUEE6JdRFtHq4SzNl7yJ9FGRsou/wFpGu9jLmAAZqAAAAAIBGtt4ztE2KEACpwEPUPd/6U6KJSK2XngJfIZockvMBye7aREsVSFOHfPyeVrugCq2LmCIk25T4BRxT0uk1n4pWaLGP4oDMOtLhifp9DX0iVdsYrrzDpeWNvWGyvUIMlCEAAAAAjJqtVYagCIExgLT77on5CySs/oR8RUSlV8ieLMaeVa7CB9p9fohoipDfooM/j+k1S3StGOQ3c40Q6yrfNK4rNlkgsa0q5atMMdVpVZ+QuWSJ9jraT2kXo7F1iyEsggAAbdDqDOWk4apjHixvzFHxA3OqHmYh+eO0xan0RMvyAG+fvklERIt3zxAR0eSDL1Y+bigsNr1miT4o7kdM0n7oa3rNlqEyb6EU62g/tDCZ1q2eH/N9Rr6HoQXLKosw/32IvS99LJD6BmEyAAAAAIyarVKGoAoBALokx2zJqs7ik/qVb8oV97arQkREb5+46e5P3isUoQ4qUbdO0/dUn8pxPDO1q069X+8xJ5UUvt9n9/q2Co3cj++HwlddIt+XlG2aqpZTbTrGXIS9nIG6A6AMAQAAAGDU7EzRxa1kxEUXUWwxnc0aqHen6OL0hLHzZ+MG09Sr6hwfifl14v+xx0ujMO1N0g8eYfHNGZqcCPt5+Ao7dnVtvyzUlOdsOUd/fm2VoZbd5DVUzxBvy+hRZi+aWkkE//EqdJlSn3OsTabYp/xN+d/BWIp8thp0bFB0EQAAAACgie3wDP1otukZdMvPZ5ueAQCjJTcLpi3uijg1RbgjRYiJqUJEaVfYThFi5BzX0bX+bL1rfdJ+l02eD6nwF5k3rVOZFt6QmG+G9yXKU31WaY+Rs9/Qiy7OvfT3mJfPH0vUjXdoOxZDu8r+bNMzAGA0fH1cl+xTTKexH5KksFrH4a9N48Jr1I151V4UaeJe6Cx1IcQLn9ReZin7+eduWlDEFiexFPmu0I65rkrXMWLGad+knhqm7tI4zSBMBgAAAIBRA2UIAAD6hBUhzXy8hbir8veWN04patk53tyxatp7DqsqQppC5CsZMmyWG3bylRl3ng7DV5r6s0lFyM2BP1vv+6EVuGSaijammP9zgTIEAAAAgFEDZQgAMAq+tUc0ebaaZrxqgbosP9EOqEIVCgM1extD5gMAAAaBSURBVIfamp0lfvp6rHVGKqrqk6kkMVklFYRfx09tH7qhuQ+00gTuueL9kGUMYu8Zb/PN1KsoRVCGAAAAADBqoAwBAEYBZ5PlZpBp42LHqKkjjeXetovFN8sGrdY8IiKi6YVwC4zsY3vvZ6PaFOlW7/uBYoUY2ypFMaRfZ4xKUBukehRrhzLxlCRGzVhLPDcWQwCAUaKFybQfLa1K9dA7cK8Te1CkRd8VC5CMcJn8sVMrghcLHrVze0IYLWaSzmGTC5pNVpDuilglb94me8WlVPz2x/i1oXJAmAwAAAAAowbKEFgr6EmWxmb7ke02qapOm27g8oqWx/dRIG5ImHPFVT2Jq/SMcJlMrddwipCvAn0s3uuEeUpFaFWVaN3Eeuhti1qkfcbOCJ3Qyd79PT2If1/aAmUIAAAAAKMGyhAAAwBK0PpoKujmj0sxWvMYrX8VG46beoVtC/w6KkoQLa/Y+Qrf9+kQUZJKFEunln4SIl1RUr1KEZUqRyFq6k22ToYyDx/Nw9VGxdHea9nWw1cCu3g/oAwBAAAAYNRAGQIAjIpYZo5WkDGmECVlo+2IIuTjd4XXfB+xBqi+0pNKxWfi7cvH1BQiOT9/u6YQude3X98f6OQUzZTKXoofT362/ufMx1mlkOp2LIZ+Ptv0DAAAO0jOf5yxRVE0Jf9Ofdv1518nIqIXza1y/JPAHE82zKvYzzy3/GHgsBwR0QtPHwW3BRdp+xSs37P45kxwv1htpkoILbIIii2MUt7/VENu7EeYj+WM20WF7aGGpoaEnz4fM01rJRXk5xEKmcrPNlaDKHdRhDAZAAAAAEaNsTY97dOYZyzRT3qcDth1kFqvM1wD9U/J2qc7ER84Y4y9TdUrxxy1p6383jYMNAT8kBbR6mnpfmijKU28q4KDu1C4cJuJFV3M+fuTIc4Uc7Z5TAtrbWMhaihDAAAAABg12+EZ6pDf2g83PQX6nnln01MAAFA/Kkysp1IKft8le1G0nSiub6X3J+vYETO3dswFFc/Z0+WTJ6pjpHoUu5r3PUO++VmOl8fJUXK2sRjhWOiyUGLsO9QWKEMAAAAAGDWjU4YAAIAoXTnIVY9CV8C5RfvkcfhK2EiFpgUpitLkxBfBcTFlScsm0zKA/PdAK2OQQkoxzNB+Ia9YLCOuD6Vp8bj0YMku933Rd+FI7XP00+vl9zrnb0sqrmbF8gwaWAyBtTJcozAYI21/UDVjMRMyirb9D9vcsWutcRNbMMlttphSLPyRusiJLU5Cx8h9P2OLNY1Vw52prGMRxHRp5k85VqzOkIT7982Pw39PucfMBWEyAAAAAIwaKEMAgNESurpdPI5fFceUmpC5MzdEYd6shwWcoXlDTF76guZ3m6sM++/P4nFYTYtVi46pAPOzJnrMFDUtlu7dJf7rkHMLbdO+K6qpvoBfg9azTTOyr4p2TP+z1M7FfcWme9b1t9MUIf8YlTCZ99q7KJsAZQgAAAAAowbKEAAAFHSRah+6Os01bLuihmI/bq9x/5k8IzUbn9um5Lu5fXaGJid0f4dUanzk85qaU1NDuCWGothIVcBXDWrp+6QrT/7+rFbIz0gqLaG5SEKG61yPi1YUNOabcSqaeJ19+Wo01J50CepTTA0iCpvwTeTzXAUoQwAAAAAYNaNrx5FSdBFFEQFgdq8dh0Zuc8eYN6KP1GV3pf9e9fnFZ3lKj1SI+L69Ucz9fDHonjjvJe91Hhv6hX2NiMoms23T0eXYUOZWrIhi07bUc+fMM2V8V5g3betMsyavVdfEWqysyqrvdWo7DoTJAACjIvfHW/uPvc0PSifVkQPd5DWseVRb5NlTxbxPE9lni/v/OXKMZ+uvc3J6uQha1LakLRK1jvahEJRMrQ9tz3k+dXtobMqPfFc90OzHpjTRf1xfJLoQmjdmE73tuq4IPTkkWhws76+rpxzCZAAAAAAYNaNThhACAwD4dBkK6apIoMQZjJ8sH5vn2ply+8ZXzKQaFFIsYhWJJ6fCBui2hma5bdXPOGXMKu+9rwhpStE6izY24b/mtioVq0KxY3cNlCEAAAAAjJpMA7X5PRH9r/6mAwAYGP/aWvvdTU+iC/D/FwCjJOn/sKzFEAAAAADAroEwGQAAAABGDRZDAAAAABg1WAwBAAAAYNRgMQQAAACAUYPFEAAAAABGDRZDAAAAABg1WAwBAAAAYNRgMQQAAACAUYPFEAAAAABGzf8HMFNMP7ELiXkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "y_Result=np.zeros([All_data.shape[0]])\n",
    "y_Result[best_trn_num]=y_trn\n",
    "\n",
    "y_Result_SVM=y_Result.copy()\n",
    "y_Result_SVM[best_pre_num]=y_pre_SVM\n",
    "\n",
    "y_Result_GT=y_Result.copy()\n",
    "y_Result_GT[best_tes_num]=y_tes\n",
    "\n",
    "plt.subplots(figsize=[10,10])\n",
    "plt.subplot(1,2,1)\n",
    "a1=plt.imshow(y_Result_GT.reshape(r,c),cmap='jet')\n",
    "plt.xticks([])\n",
    "plt.yticks([])\n",
    "plt.subplot(1,2,2)\n",
    "a2=plt.imshow(y_Result_SVM.reshape(r,c),cmap='jet')\n",
    "plt.xticks([])\n",
    "plt.yticks([])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "pytorch",
   "language": "python",
   "name": "pytorch"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.6"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
